Title :
An optimization approach to decision feedback detection under modulation constraints for MIMO fading channels
Author :
Prasad, Narayan ; Varanasi, Mahesh K.
Author_Institution :
NEC Labs., CO
fDate :
12/1/2008 12:00:00 AM
Abstract :
A new technique is proposed for designing decision feedback detectors (DFDs) wherein the per-symbol decision rules are obtained by exploiting modulation constraints. It is presented in the context of the multi-input, multi-output (MIMO) fading channel with K transmit and N receive antennas. Three cases are considered to illustrate the technique where all the transmitters employ real-valued pulse-amplitude modulation (PAM), or phaseshift keying (PSK), or complex quadrature amplitude modulation (QAM). In each case, the corresponding per-symbol decision rules are obtained by imposing the modulation constraints on a likelihood function maximization problem. When all transmitters employ PAM, it is shown that the resulting DFD (the PAM-DFD) is equivalent to the decorrelating decision feedback detector (DDFD) when the latter is used on a modified received statistic. Two DFDs are then derived (the PSK-DFDs and the QAMDFDs) for the cases when all transmitters employ PSK and QAM, respectively. To illustrate the performance benefit, we consider the Rayleigh fading channel and derive the exact joint error probability (JEP) of the PAM-DFD and show that the (possibly fractional) diversity order of the JEP is equal to N - K-1/ 2 . This greatly improves on the diversity order of N - K + 1 of the JEP obtained by the D-DFD without exploiting the real modulation constraint. Through simulations, it is shown that the PSK-DFDs and the QAM-DFDs result in significant performance improvements over the D-DFD as well. It is conjectured that one of the PSK-DFD achieves the improved diversity order of N - K-1/ 2 as well and the QAM-DFDs result in an improvement in effective SNR gain.
Keywords :
MIMO communication; Rayleigh channels; antenna arrays; automatic repeat request; decorrelation; error statistics; maximum likelihood estimation; optimisation; pulse amplitude modulation; quadrature amplitude modulation; signal detection; DDFD; JEP; MIMO; PAM; QAM; complex quadrature amplitude modulation; decision feedback detection; decorrelating decision feedback detector; joint error probability; likelihood function maximization problem; multiinput multioutput Rayleigh fading channel; optimization approach; per-symbol decision rule; phaseshift keying; real-valued pulse-amplitude modulation; transmit-receive antenna; Constraint optimization; Design for disassembly; Detectors; Fading; Feedback; MIMO; Phase shift keying; Pulse modulation; Quadrature amplitude modulation; Transmitters; BLAST, constrained optimization, decision feedback,; diversity, fading channels, likelihood function, Space-Division Multiple-Access (SDMA), space-time processing.;
Journal_Title :
Wireless Communications, IEEE Transactions on
Conference_Location :
12/1/2008 12:00:00 AM
DOI :
10.1109/T-WC.2008.070742