Ki. Diamantaras et al., Blind two-input-two-output FIR channel identification based on frequency domain second- order statistics, IEEE SIGNAL, 48(2), 2000, pp. 534-542
We present an analytical solution to the two-input-two-output blind crosswi
se mixture identification based on eigenvalue decomposition of second-order
spectra correlations. The sources are independent and nonwhite, but otherw
ise, we consider their statistics to be unknown. We show that the cross cha
nnels cannot be uniquely determined by the analysis of the frequency domain
covariance alone due to the unknown eigenvector permutations. However, the
problem can be attacked with the help of two invariant indices that are im
mune to these permutations. Using these indices together with standard reco
nstruction-from-phase techniques, we show that the channels can be uniquely
determined, Our theoretical results lead to a novel frequency domain secon
d-order algorithm that identifies the unknown channels.