Title :
Overcomplete time delay estimation using multi-Gaussian fitting method
Author :
Xu, Daofeng ; Yang, Luxi ; He, Zhenya
Author_Institution :
Dept. Radio Eng., Southeast Univ., Nanjing, China
Abstract :
In overcomplete time delay estimation or blind source separation, we always need to find the cluster centers which corresponds to the mixing matrix. In order to estimate the cluster centers accurately, we proposed multi-Gaussian curve fitting (MGCF) method, which is very useful in cluster center estimation and other curvefitting circumstances. As a concrete example, we use MGCF to accurately estimate the cluster center of an underdetermined mixing models, which are then used to estimate the relative time delays. Simulations show that MGCF is accurate and robust.
Keywords :
blind source separation; curve fitting; delay estimation; matrix algebra; blind source separation; cluster centers estimation; multiGaussian curve fitting method; overcomplete time delay estimation; Amplitude estimation; Attenuation; Blind source separation; Delay effects; Delay estimation; Direction of arrival estimation; Fourier transforms; Frequency domain analysis; Laplace equations; Noise level;
Conference_Titel :
VLSI Design and Video Technology, 2005. Proceedings of 2005 IEEE International Workshop on
Print_ISBN :
0-7803-9005-9
DOI :
10.1109/IWVDVT.2005.1504597