Title :
Performance analysis of a blind HOS separation criterion
Author :
Lahat, Dana ; Weiss, Anthony J.
Author_Institution :
Dept. of Electr. Eng.-Syst., Tel Aviv Univ., Israel
Abstract :
We analyze the performance of a blind multiuser detection criterion. Blind multiuser detection belongs to the general family of blind source separation problems and therefore the same method of analysis can be applied to a wide range of problems. We use Taylor series expansion to obtain error expressions for finite observation length. The results can be used to evaluate the separation criterion errors due to the different parameters of the problem including number of sources, channel gain, data length, etc. We verify the results by Monte-Carlo simulations and show remarkable agreement between theory and experiments.
Keywords :
Monte Carlo methods; blind source separation; higher order statistics; multiuser detection; series (mathematics); Monte-Carlo simulations; Taylor series expansion; blind HOS separation criterion; blind multiuser detection; blind source separation; channel gain; data length; error expressions; finite observation length; performance analysis; separation criterion errors; source number; Blind source separation; Independent component analysis; Iterative algorithms; Matched filters; Multiuser detection; Performance analysis; Source separation; Statistics; Taylor series; Vectors;
Conference_Titel :
Electrical and Electronics Engineers in Israel, 2004. Proceedings. 2004 23rd IEEE Convention of
Print_ISBN :
0-7803-8427-X
DOI :
10.1109/EEEI.2004.1361175