Title :
Blind source separation using correlation at neighboring frequencies
Author :
Sukegawa, Rintaro ; Uchida, Shinya ; Nagai, Takayuki ; Ikehara, Masaaki
Author_Institution :
Grad. Sch. of Sci. & Technol., Keio Univ., Yokohama
Abstract :
We propose blind source separation using correlation at neighboring frequencies based on DUET. DUET assume that sound sources meet the W-disjoint orthogonal and each source exists in the different position. Using these conditions, the amplitude and phase parameters are estimated to create amplitude-phase histogram from two mixtures. Each peak in the histogram corresponds to each source. However, because there exists acoustic echo in the real environment, the histogram distributes over wide range and we can not classify each source. In the frequency domain, acoustic signals have high correlations at neighboring frequencies. We incorporate this idea to the DUET to separate the sources more exactly. Through the simulation of both DUET and our new method, we compare the separation performance of our new method with that of DUET and confirm the validity of our method.
Keywords :
acoustic signal processing; blind source separation; correlation methods; echo; DUET; W-disjoint orthogonal; acoustic echo; acoustic signals; amplitude-phase histogram; blind source separation; correlation; Amplitude estimation; Blind source separation; Crosstalk; Frequency domain analysis; Histograms; Parameter estimation; Phase estimation; Signal processing; Source separation; Speech;
Conference_Titel :
Intelligent Signal Processing and Communications, 2006. ISPACS '06. International Symposium on
Conference_Location :
Tottori
Print_ISBN :
0-7803-9732-0
Electronic_ISBN :
0-7803-9733-9
DOI :
10.1109/ISPACS.2006.364695