Title :
Blind identification of MIMO-OSTBC channels combining second and higher order statistics
Author :
Via, Javier ; Santamaria, Ignacio ; Perez, Jesus
Author_Institution :
Dept. of Commun. Eng., Univ. of Cantabria, Santander, Spain
Abstract :
It has been recently shown that some multiple-input multiple-output (MIMO) channels under orthogonal space-time block coding (OSTBC) transmissions can not be unambiguously identified by only exploiting the second order statistics (SOS) of the received signal. This ambiguity, which is due to properties of the OSTBC, is traduced in the fact that the largest eigenvalue of the associated eigenvalue problem has multiplicity larger than one. Fortunately, for most OSTBCs that produce ambiguity, the multiplicity is two. This means that the channel estimate lies in a rank-2 subspace, which can be easily determined applying a first principal component analysis (PCA) step. To eliminate the remaining ambiguity, we propose to apply a constant modulus algorithm (CMA). This combined PCA+CMA approach provides an effective solution for the blind identification of those OSTBCs that can not be identified using only SOS. Some simulation results are presented to show the performance of the proposed method.
Keywords :
MIMO communication; channel estimation; eigenvalues and eigenfunctions; higher order statistics; orthogonal codes; principal component analysis; space-time block codes; MIMO-OSTBC channels; SOS; blind identification; channel estimation; combined PCA+CMA approach; constant modulus algorithm; eigenvalue problem; higher order statistics; multiple-input multiple-output channels; orthogonal space-time block coding transmissions; principal component analysis; second order statistics; Block codes; Channel estimation; Eigenvalues and eigenfunctions; MIMO; Principal component analysis; Signal processing; Signal processing algorithms;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence