FIR channel estimation through generalized cumulant slice weighting

被引:11
作者
Liang, J [1 ]
Ding, Z
机构
[1] Silicon Labs Inc, Austin, TX 78735 USA
[2] Univ Calif Davis, Dept Elect & Comp Engn, Davis, CA 95616 USA
基金
美国国家科学基金会;
关键词
blind channel estimation; cumulant slice weighting; higher order statistics; multiple-input multiple-output channels; single-input single-output channels;
D O I
10.1109/TSP.2003.822358
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
We study the problem of linear channel estimation with unknown channel input signals. Our work stems from the weighted slice algorithm, in which cumulant slices of different orders are linearly combined to produce an estimate of a single-input single-output channel. Aiming to improve the reliability of estimation, the new approach incorporates a certain matrix structure constraint into its weight computation criterion. It provides more reliable results for channels with weak leading coefficients. This generalized algorithm maintains the advantage of Fonollosa and Vidal's algorithm in handling the situation with channel order overestimation. Its natural extension to multiple-input multiple-output channel estimation is presented along with the channel identifiability conditions required.
引用
收藏
页码:657 / 667
页数:11
相关论文
共 44 条
[1]
A subspace algorithm for certain blind identification problems [J].
AbedMeraim, K ;
Loubaton, P ;
Moulines, E .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1997, 43 (02) :499-511
[2]
CUMULANT BASED IDENTIFICATION APPROACHES FOR NONMINIMUM PHASE FIR SYSTEMS [J].
ALSHEBEILI, SA ;
VENETSANOPOULOS, AN ;
CETIN, AE .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (04) :1576-1588
[3]
[Anonymous], P I ELECT ENG F
[4]
Zeros of sampled data systems represented by FIR models [J].
Bai, EW ;
Ding, Z .
AUTOMATICA, 2000, 36 (01) :121-123
[5]
A blind source separation technique using second-order statistics [J].
Belouchrani, A ;
AbedMeraim, K ;
Cardoso, JF ;
Moulines, E .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (02) :434-444
[6]
An efficient forth order system identification (fosi) algorithm utilizing the joint diagonai,ization procedure [J].
Belouchrani, A ;
Derras, B .
PROCEEDINGS OF THE TENTH IEEE WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, 2000, :621-625
[7]
Brillinger D., 1981, TIME SERIES DATE ANA
[8]
A matrix-pencil approach to blind separation of colored nonstationary signals [J].
Chang, CQ ;
Ding, Z ;
Yau, SF ;
Chan, FHY .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (03) :900-907
[9]
Frequency domain blind MIMO system identification based on second- and higher order statistics [J].
Chen, BN ;
Petropulu, AP .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (08) :1677-1688
[10]
A cumulant matrix subspace algorithm for blind single FIR channel identification [J].
Ding, Z ;
Liang, J .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (02) :325-333