DocumentCode :
396649
Title :
Natural gradient based blind multi user detection in QPSK DS-CDMA system
Author :
Waheed, Khurram ; Desai, Keyur ; Salem, Fathi M.
Author_Institution :
Circuits, Syst. & Artificial Neural network Lab., Michigan State Univ., East Lansing, MI, USA
Volume :
3
fYear :
2003
fDate :
20-24 July 2003
Firstpage :
1862
Abstract :
Blind Multi User Detection (BMUD) is the process of simultaneously estimating multiple symbol sequences associated with all users in the downlink of a Code Division Multiple Access (CDMA) communication system using only the received data. We propose to apply Natural Gradient based online Blind Source Recovery (NGBSR) techniques using either the feedforward or the feedback symbol recovery structures to achieve the global task of BMUD for QPSK DS-CDMA systems. The quasi-orthogonality of the spreading codes and the inherent independence among the various transmitted user symbol sequences form the basis of the proposed BMUD methods. The application of these algorithms is justified since a slowly fading multipath CDMA environment is conveniently represented as a linear combination of convolved independent symbol sequences. The proposed structures and algorithms demonstrate promising results as compared to the conventional detection techniques comprised of matched filters (MF), RAKE, subspace LMMSE and LMMSE receivers. Illustrative simulation results compare the BER performance of the two proposed online BMUD structures to the conventional detectors.
Keywords :
blind source separation; code division multiple access; error statistics; fading channels; matched filters; multipath channels; multiuser detection; quadrature phase shift keying; BER performance; BMUD; CDMA communication system; LMMSE receivers; NGBSR; QPSK DS-CDMA system; bit error rate; blind multi user detection; blind source recovery; direct sequence code division multiple access; fading multipath CDMA environment; feedback symbol recovery structure; feedforward symbol recovery structure; independent symbol sequences; linear minimum mean squared error; matched filters; multiple symbol sequences; quadrature phase shift keying; spreading codes; Detectors; Downlink; Fading; Frequency; Intelligent networks; Multiaccess communication; Multiuser detection; Quadrature phase shift keying; Signal processing; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
ISSN :
1098-7576
Print_ISBN :
0-7803-7898-9
Type :
conf
DOI :
10.1109/IJCNN.2003.1223691
Filename :
1223691
Link To Document :
بازگشت