Title :
Hybrid EM and KF receiver of MIMO OFDM systems in time-varying environments
Author :
Wu, Hsin-Chang ; Lu, I-Tai
Author_Institution :
Dept. of Electr. & Comput. Eng., Polytech. Inst. of New York Univ., Melville, NY
Abstract :
In this paper, simultaneous channel estimation, carrier frequency offset (CFO) estimation, and data decision are considered for multi-input multi-output (MIMO) orthogonal frequency division multiplexing (OFDM) systems. It is shown that the expectation maximization (EM) approach is complementary to the Kalman filter (KF) approach where the latter provides poor CFO estimation but good channel estimation and the former provides poor channel estimation but good CFO estimation. A hybrid combination of EM and KF approaches is proposed to take advantages of the strengths and avoid the weaknesses of both approaches. Numerical results have shown the hybrid combination is around 1.2 dB better than the non-hybrid approaches (EM or KF) in BER performances. The complexity of the hybrid approach is comparable to the KF approach and is much lower than the EM approach.
Keywords :
Kalman filters; MIMO communication; OFDM modulation; channel estimation; error statistics; expectation-maximisation algorithm; frequency estimation; time-varying filters; BER performance; KF receiver; Kalman filter; MIMO OFDM system; carrier frequency offset estimation; channel estimation; expectation maximization; hybrid EM receiver; orthogonal frequency division multiplexing; time-varying environment; Channel estimation; Covariance matrix; Frequency estimation; Interference; MIMO; OFDM; Receiving antennas; Recursive estimation; State estimation; Time varying systems; Kalman filter (KF); carrier frequency offset (CFO); expectation maximization (EM); hybrid approach; multi-input multi-output (MIMO); orthogonal frequency division multiplexing (OFDM);
Conference_Titel :
Wireless and Optical Communications Networks, 2009. WOCN '09. IFIP International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-4704-6
Electronic_ISBN :
978-1-4244-3474-9
DOI :
10.1109/WOCN.2009.5010589