Eigenvector algorithm for blind MA system identification

被引:17
作者
Boss, D [1 ]
Jelonnek, B [1 ]
Kammeyer, KD [1 ]
机构
[1] Univ Bremen, Dept Telecommun, FB1, D-28334 Bremen, Germany
关键词
blind system identification; blind channel estimation; higher order statistics; cumulants; parameter estimation; EVD;
D O I
10.1016/S0165-1684(97)00237-5
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 ; 0809 ;
摘要
We present a novel approach to the blind estimation of a linear time invariant possibly mixed-phase moving average (MA) system (channel) based on second and fourth order statistics of the stationary received signal. As the algorithm incorporates the solution of an eigenvector problem, it is termed EIGENVECTOR APPROACH TO BLIND IDENTIFICATION (EVI). One of EVI's main features is its ability to obtain reliable estimates of the channel's MA parameters on the basis of very short records of received data samples. It is also robust with respect to an overestimation of the channel order. Furthermore, we demonstrate that, if independent additive white Gaussian noise is present, the degradation of the MA parameter estimates is minor even at low signal-to-noise ratios. By simulation results, we finally show the potential applicability of EVI to mobile radio communication channels under time-invariance conditions typically assumed in GSM receivers. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1 / 26
页数:26
相关论文
共 44 条
[1]   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
[2]  
[Anonymous], 1995, DIGITAL COMMUNICATIO
[3]  
BOASHASH B, 1977, HIGHER ORDER STAT SI
[4]   Impact of blind versus non-blind channel estimation on the BER performance of GSM receivers [J].
Boss, D ;
Petermann, T ;
Kammeyer, KD .
PROCEEDINGS OF THE IEEE SIGNAL PROCESSING WORKSHOP ON HIGHER-ORDER STATISTICS, 1997, :62-66
[5]  
BOSS D, 1997, P ICC 97, V1, P46
[6]  
BOSS D, 1994, P EUSIPCO 94, V3, P1105
[7]  
BOSS D, 1997, P ICASSP 97, V5, P3589
[8]  
BOSS D, 1995, P 15 GRETSI S JUAN L, V1, P57
[9]  
BOSS D, 1997, P VTC 97, V2, P1044
[10]  
BOSS D, IN PRESS IEEE J SELE