Title :
Iterative-MAP adaptive detection via the EM algorithm for LDPC-coded MIMO-OFDM mobile communications in fast fading channels
Author :
Kashima, Tsuyoshi ; Fukawa, Kazuhiko ; Suzuki, Hiroshi
Author_Institution :
Tokyo Inst. of Technol., Japan
fDate :
30 May-1 June 2005
Abstract :
This paper proposes an iterative maximum a posteriori probability (MAP) receiver for multiple-input-multiple-output (MIMO) and orthogonal frequency-division multiplexing (OFDM) mobile communications. The receiver employs the expectation maximization (EM) algorithm so as to improve the performance of the approximated MAP detection, and applies adaptive algorithms such as the recursive least squares (RLS) and least mean square (LMS) algorithms to the channel estimation used in the EM algorithm in order to track a fast fading channel. For exploiting the space, time and frequency diversity, the low-density parity-check code (LDPC) is used as a channel coding with a built-in interleaver. Computer simulations under fast fading conditions show that the proposed receiver using the LMS algorithm can achieve better performance than the conventional minimum-mean-square-error (MMSE) channel estimation with much less computational complexity, and that the receiver using the RLS algorithm outperforms the ones with either the MMSE or the LMS algorithm.
Keywords :
MIMO systems; OFDM modulation; channel coding; channel estimation; expectation-maximisation algorithm; fading channels; least mean squares methods; maximum likelihood detection; mobile radio; parity check codes; EM algorithm; LDPC-coded; MIMO-OFDM mobile communications; channel coding; channel estimation; computational complexity; expectation maximization algorithm; fast fading channels; iterative maximum a posteriori probability receiver; iterative-MAP adaptive detection; least mean square algorithms; low-density parity-check code; multiple-input-multiple-output; orthogonal frequency-division multiplexing; recursive least squares algorithms; Channel estimation; Fading; Frequency division multiplexing; Iterative algorithms; Least squares approximation; MIMO; Mobile communication; OFDM; Parity check codes; Resonance light scattering;
Conference_Titel :
Vehicular Technology Conference, 2005. VTC 2005-Spring. 2005 IEEE 61st
Print_ISBN :
0-7803-8887-9
DOI :
10.1109/VETECS.2005.1543607