CONG Jin, YANG Lu-xi. Blind Identification and Blind Equalization of MIMO Channels Based on QR Factorization[J]. Acta Electronica Sinica, 2004, 32(10): 1589-1593.
DOI:
CONG Jin, YANG Lu-xi. Blind Identification and Blind Equalization of MIMO Channels Based on QR Factorization[J]. Acta Electronica Sinica, 2004, 32(10): 1589-1593.DOI:
Blind Identification and Blind Equalization of MIMO Channels Based on QR Factorization
Traditional blind identification methods for SIMO channels
such as subspace method (SS)
etc.
are based on the eigen value decomposition (EVD) or singular value decomposition (SVD) of the received signal's correlation matrix
which may need more data to make the estimation of correlation matrix be accurate.Recently a QR factorization based blind identification algorithm for SIMO channels with good performance and without calculating the correlation matrix is proposed.In this paper
we extend the QR factorization based algorithm for the blind identification of MIMO channels
and we then proved the extended algorithm to be valid for a more generalized case
that is
the source signals are spatially related.Simulations demonstrate that the QR-based identification algorithms for MIMO channels preserves advantages of fast convergence
low computational costs
and robustness to noise.We also compare the performance of the QR-based method with that of traditional MIMO blind identification algorithms.