Title :
An EM-based channel estimation algorithm for space-time and space-frequency block coded OFDM
Author :
Xiaoqiang Ma ; Kobayashi, Hideo ; Schwartz, Stuart C.
Author_Institution :
Dept. of Electr. Eng., Princeton Univ., NJ, USA
Abstract :
The combination of multiple-antenna and orthogonal frequency division multiplexing (OFDM) provides reliable communications over frequency selective fading channels. We investigate this approach and focus on the application of space-time block codes (STBC) and space-frequency block codes (SFBC) in OFDM systems. We compare the performance of maximum likelihood (ML), zero forcing (ZF) and conventional detection algorithms. We show that ZF provides a good trade-off between computational complexity and performance. The problem of channel estimation in STBC-OFDM and SFBC-OFDM systems is also studied, including the derivation of the Cramer-Rao lower bound (CRLB). Since knowledge of the channel is required to coherently decode STBC-OFDM and SFBC-OFDM, we propose an iterative channel estimation algorithm based on the EM algorithm that requires very few pilot symbols. The CRLB can be achieved by the channel estimation algorithm.
Keywords :
OFDM modulation; block codes; channel estimation; fading channels; iterative decoding; maximum likelihood decoding; maximum likelihood detection; space-time codes; CRLB; Cramer-Rao lower bound; EM-based channel estimation; ML detection; SFBC; STBC; block coded OFDM; computational complexity; frequency selective fading channels; iterative algorithm; maximum likelihood decoding; multiple antenna system; orthogonal frequency division multiplexing; performance; space-frequency block codes; space-time block codes; zero forcing; Block codes; Channel estimation; Computational complexity; Detection algorithms; Fading; Iterative algorithms; Iterative decoding; Maximum likelihood detection; Maximum likelihood estimation; OFDM;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1202661