Blind channel estimation using first and second derivatives of the characteristic function

被引:13
|
作者
Yeredor, A [1 ]
机构
[1] Tel Aviv Univ, Dept Elect Syst Engn, IL-69978 Tel Aviv, Israel
关键词
blind channel estimation; blind system identification; characteristic function; cumulants;
D O I
10.1109/97.995828
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
Traditionally, high-order statistics are used for blind estimation of nonminimum phase finite impulse response (FIR) channels. In this paper we present a new, alternative approach, that uses flrst- or second-order derivatives of the observations' second generalized characteristic function, evaluated at arbitrary (off-origin) locations. The estimation of these derivatives reduces plainly into specially-weighted empirical mean and covariance. We show that despite the addition of some nuisance parameters, this approach generates more equations than unknowns, and thus enables a well-averaged least-squares solution. A simulation example demonstrates the potential improvement in estimation accuracy over cumulants-based estimation.
引用
收藏
页码:100 / 103
页数:4
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