DocumentCode :
50432
Title :
IDMA for the Multiuser MIMO-OFDM Uplink: A Factor Graph Framework for Joint Data Detection and Channel Estimation
Author :
Novak, C. ; Matz, Gerald ; Hlawatsch, Franz
Author_Institution :
Inst. of Telecommun., Vienna Univ. of Technol., Vienna, Austria
Volume :
61
Issue :
16
fYear :
2013
fDate :
Aug.15, 2013
Firstpage :
4051
Lastpage :
4066
Abstract :
Interleave-division multiple access (IDMA) has recently been proposed as a promising alternative to code-division multiple access (CDMA). In this paper, we consider the use of IDMA within a multiple-input multiple-output orthogonal frequency-division multiplexing (MIMO-OFDM) multiuser system employing higher-order modulation and transmitting over frequency-selective MIMO channels. Based on a factor graph/message passing framework and the sum-product algorithm, we devise an iterative receiver that jointly performs pilot-aided channel estimation, multiuser detection, and channel decoding. The use of Gaussian message approximations results in a receiver complexity that scales only linearly with the number of users. A further complexity reduction is obtained by a novel selective message updating scheme. We also present a simulation-based comparison of the maximum rate achievable with our MIMO-OFDM-IDMA receiver with the information-theoretic capacity of the multiple-access channel. Finally, we provide simulation results illustrating the bit error rate (BER) performance of our receiver. It is observed that the proposed turbo-like integration of channel estimation in the iterative multiuser detection and channel decoding scheme yields a dramatic BER reduction, and that the proposed selective message updating scheme results in a significant reduction of complexity.
Keywords :
MIMO communication; OFDM modulation; channel coding; channel estimation; error statistics; frequency division multiple access; iterative decoding; multiuser detection; BER reduction; Gaussian message approximation; IDMA; bit error rate performance; channel decoding; factor graph framework; frequency selective MIMO channel; higher order modulation; information theoretic capacity; interleave division multiple access; iterative multiuser detection; iterative receiver; joint data detection; maximum rate; message passing framework; multiple access channel; multiple input multiple output system; multiuser MIMO-OFDM uplink; orthogonal frequency division multiplexing; pilot aided channel estimation; receiver complexity; selective message updating; sum-product algorithm; turbo like integration; Belief propagation; IDMA; MIMO-IDMA; MIMO-OFDM; channel estimation; factor graph; interleave-division multiple access; iterative receiver; message passing; multiple access; multiuser detection; spatial multiplexing; sum-product algorithm;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2013.2261989
Filename :
6514537
Link To Document :
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