DocumentCode :
1480194
Title :
EM-Based Iterative Receivers for OFDM and BICM/OFDM Systems in Doubly Selective Channels
Author :
Ku, Meng-Lin ; Chen, Wen-Chuan ; Huang, Chia-Chi
Author_Institution :
Dept. of Commun. Eng., Nat. Central Univ., Taoyuan, Taiwan
Volume :
10
Issue :
5
fYear :
2011
fDate :
5/1/2011 12:00:00 AM
Firstpage :
1405
Lastpage :
1415
Abstract :
In this paper, we resort to the expectation-maximization (EM) algorithm to tackle the inter-carrier interference (ICI) problem, caused by time-variant multipath channels, for both orthogonal frequency division multiplexing (OFDM) systems and bit-interleaved coded modulation (BICM)/OFDM systems. We first analyze the ICI in frequency domain with a reduced set of parameters, and following this analysis, we derive an EM algorithm for maximum likelihood (ML) data detection. An ML-EM receiver for OFDM systems and a TURBO-EM receiver for BICM/OFDM systems are then developed to reduce computational complexity of the EM algorithm and to exploit temporal diversity, the main idea of which is to integrate the proposed EM algorithm with a groupwise ICI cancellation method. Compared with the ML-EM receiver, the TURBO-EM receiver further employs a soft-output Viterbi algorithm (SOVA) decoder to exchange information with a maximum a posteriori (MAP) EM detector through the turbo principle. Computer simulation demonstrates that the two proposed receivers clearly outperform the conventional one-tap equalizer, and the performance of the TURBO-EM receiver is close to the matched-filter bound even at a normalized maximum Doppler frequency (MDF) up to 0.2.
Keywords :
OFDM modulation; Viterbi decoding; expectation-maximisation algorithm; intercarrier interference; interference suppression; matched filters; maximum likelihood detection; multipath channels; BICM; EM based iterative receiver; OFDM; TURBO-EM receiver; bit interleaved coded modulation; doubly selective channel; expectation-maximization algorithm; inter-carrier interference; matched filter; maximum Doppler frequency; maximum likelihood data detection; orthogonal frequency division multiplexing; soft output Viterbi algorithm; time variant multipath channel; Channel estimation; Detectors; Equalizers; Frequency domain analysis; Modulation; OFDM; Receivers; Orthogonal frequency division multiplexing; bit-interleaved coded modulation; expectation-maximization algorithms; inter-carrier interference; turbo receivers;
fLanguage :
English
Journal_Title :
Wireless Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1276
Type :
jour
DOI :
10.1109/TWC.2011.030911.090611
Filename :
5738656
Link To Document :
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