DocumentCode :
3332344
Title :
Blind identification of instantaneous MIMO systems via a system to HOS based source extraction filter relation
Author :
Chi, Chong-Yung ; Peng, Chun-Hsien ; Tseng, Po-Shun
Author_Institution :
Dept. of Electr. Eng., Nat. Tsing Hua Univ., Hsinchu, Taiwan
fYear :
2004
fDate :
11-14 July 2004
Firstpage :
541
Lastpage :
545
Abstract :
Chi et al. proposed a fast kurtosis (a fourth-order statistic) maximization algorithm (FKMA) and a turbo source separation algorithm (TSSA) for the estimation of the multiple nonGaussian inputs and identification of an instantaneous multiple-input multiple-output (MIMO) system with a given set of noisy output measurements. In this paper, a nonlinear relation between the instantaneous MIMO system and the source extraction filter for TSSA and that for FKMA are proved which hold true for finite signal-to-noise ratio. Based on these relations, two iterative blind system identification (BSI) algorithms for instantaneous MIMO systems are proposed, which are robust against additive Gaussian noise and perform better than FKMA and TSSA, respectively. Some simulation results are provided to support the efficacy of the proposed two BSI algorithms and their performance comparison with FKMA, TSSA and some existing second-order statistics based algorithms.
Keywords :
AWGN; MIMO systems; blind source separation; feature extraction; filtering theory; higher order statistics; iterative methods; optimisation; BSI; FKMA; HOS; MIMO; TSSA; additive Gaussian noise; fast kurtosis maximization algorithm; higher order statistic; instantaneous multiple-input multiple-output system; iterative blind system identification algorithm; multiple nonGaussian input estimation; second-order statistic; source extraction filter; turbo source separation algorithm; Additive noise; Filters; Gaussian noise; Iterative algorithms; MIMO; Noise robustness; Signal to noise ratio; Source separation; Statistics; System identification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2004 IEEE 5th Workshop on
Print_ISBN :
0-7803-8337-0
Type :
conf
DOI :
10.1109/SPAWC.2004.1439302
Filename :
1439302
Link To Document :
بازگشت