Analytical blind channel identification

被引:24
作者
Grellier, O [1 ]
Comon, P
Mourrain, B
Trébuchet, P
机构
[1] Amadeus Dev, Sophia Antipolis, France
[2] Algorithmes Euclide B, Lab 13S, Sophia Antipolis, France
[3] Inrai Inst, Galuud, Sophia Antipolis, France
关键词
blind channel estimation; minimum shift keying; multipath channels; noncircularity; second-order statistics; time-varying channels;
D O I
10.1109/TSP.2002.801887
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
In this paper, a novel analytical blind single-input single-output (SISO) identification algorithm is presented, based on the noncircular second-order statistics of the output. It is shown that statistics of order higher than two are not mandatory to restore identifiability. Our approach is valid, for instance, when the channel is excited by phase shift keying (PSK) inputs. It is shown that the channel taps need to satisfy a polynomial system of degree 2 and that identification amounts to solving the system. We describe the algorithm that is able to solve this particular system entirely analytically, thus avoiding local minima. Computer results eventually show the robustness with respect to noise and to channel length overdetermination. Identifiability issues are also addressed.
引用
收藏
页码:2196 / 2207
页数:12
相关论文
共 31 条
[1]   Prediction error method for second-order blind identification [J].
AbedMeraim, K ;
Moulines, E ;
Loubaton, P .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (03) :694-705
[2]   On subspace methods for blind identification of single-input multiple-output FIR systems [J].
AbedMeraim, K ;
Cardoso, JF ;
Gorokhov, AY ;
Loubaton, P ;
Moulines, E .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (01) :42-55
[3]   Statistics for complex variables and signals .1. Variables [J].
Amblard, PO ;
Gaeta, M ;
Lacoume, JL .
SIGNAL PROCESSING, 1996, 53 (01) :1-13
[4]  
[Anonymous], 1992, Undergrad. Texts Math
[5]  
[Anonymous], P AS C SIGN SYST COM
[6]  
BENEDETTO S, 1994, DIGITAL TRANSMISSION, V11, P417
[7]  
Comon P., 1994, Traitement du Signal, V11, P417
[8]  
Comon P, 1998, CONF REC ASILOMAR C, P1569, DOI 10.1109/ACSSC.1998.751590
[9]   Algorithms for residues and Lojasiewicz exponents [J].
Elkadi, M ;
Mourrain, B .
JOURNAL OF PURE AND APPLIED ALGEBRA, 2000, 153 (01) :27-44
[10]  
Emiris I.Z., 1994, P INT S SYMB ALG COM, P114