Title :
Semi-blind signal estimation for smart antennas using subspace tracking
Author :
Laurila, Juha ; Kopsa, Klaus ; Bonek, Ernst
Author_Institution :
Inst. fur Nachrichtentech. und Hochfrequenztech., Tech. Univ. Wien, Austria
Abstract :
We discuss a semi-blind algorithm for smart antennas that utilises user identifiers that are available in existing cellular systems in addition to some structural signal properties. Our algorithm estimates, first, the row span of the adequately composed data matrix. In this part we gain a factor of up to 70 in computational complexity by employing subspace tracking algorithms. After that we project the obtained basis vectors iteratively to the finite alphabet constellation. We call the projection part of our algorithm DILSF (decoupled iterative least-squares with subspace fitting). Assuming two co-channel users in a GSM-like TDMA system and a Rayleigh fading channel with finite angular spread, we obtained a BER<10-3 with only 3 antennas, spaced 10λ apart. We also investigate the effect of the rank estimation accuracy on the performance and find the algorithm insensitive to minor rank estimation errors
Keywords :
Rayleigh channels; adaptive antenna arrays; adaptive signal detection; array signal processing; blind equalisers; cellular radio; computational complexity; error statistics; iterative methods; least squares approximations; parameter estimation; time division multiple access; tracking; BER; GSM-like TDMA system; Rayleigh fading channel; basis vectors; cellular radio systems; co-channel users; computational complexity; decoupled iterative least-squares with subspace fitting; finite alphabet constellation; joint space-time equalisation; rank estimation errors; semi-blind algorithm; semi-blind signal estimation; smart antennas; structural signal properties; subspace tracking; Bit error rate; Computational complexity; Fading; Iterative algorithms; Receiving antennas; Robustness; Signal processing; Time division multiple access; Transmitting antennas; Yield estimation;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 1999. SPAWC '99. 1999 2nd IEEE Workshop on
Conference_Location :
Annapolis, MD
Print_ISBN :
0-7803-5599-7
DOI :
10.1109/SPAWC.1999.783071