Title :
LMMSE channel estimation with soft statistics for turbo-MIMO receivers
Author :
Shin, Wooram ; Lee, Seung Joon ; Kwon, Dong-seung ; Kang, Joonhyuk
Author_Institution :
Electron. & Telecommun. Res. Inst., Daejeon, South Korea
fDate :
8/1/2009 12:00:00 AM
Abstract :
Channel estimation techniques for turbo multiple-input multiple-output receivers are addressed, which exploit a priori information to refine the poor performance of initial channel estimates solely using training symbols. We study linear minimum mean squared error channel estimation (LMMSE-CE) using second-order soft statistics to incorporate the degree of decoding reliability. Utilizing this additional information effectively minimizes the error propagation which the maximum likelihood based expectation maximization channel estimation (ML-CE) suffers. The LMMSE-CE provides a smaller mean square error of channel estimation and block error rate than the ML-CE.
Keywords :
MIMO communication; channel estimation; least mean squares methods; maximum likelihood estimation; radio receivers; statistics; turbo codes; block error rate; decoding reliability degree; linear minimum mean squared error channel estimation; maximum likelihood based expectation maximization channel estimation; second-order soft statistics; turbo multiple-input multiple-output receivers; turbo-MIMO receivers; Channel estimation; Error analysis; Fading; MIMO; Maximum likelihood decoding; Maximum likelihood estimation; Mean square error methods; Quadrature phase shift keying; Robustness; Statistics; Turbo MIMO receiver, channel estimation, soft statistics, linear minimum mean squared error (LMMSE), maximum likelihood (ML), expectation maximization (EM).;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2009.090831