DocumentCode :
2195660
Title :
Incorporation of prior knowledge of chip shapes in blind multiuser detection for DS-CDMA communication
Author :
Overbye, David ; Priemer, Roland
Author_Institution :
DeVry Univ., Oakbrook Terrace, IL
fYear :
2004
fDate :
26-27 Aug. 2004
Firstpage :
261
Lastpage :
271
Abstract :
In this paper we present a new method of compensating for complex multipath channel fading in blind multiuser detection for DS-CDMA communication. This compensation allows for the use of different chip pulse shapes. The compensation is based on the incorporation of priors derived from the FFT of the pulse shape. The system employs detectors that incorporate methods of independent component analysis (ICA), subspace estimation of channel noise, and Hopfield type neural networks. Several chip pulse shapes are tested, including the cosine, raised cosine, and the duobinary shapes, which are the pulse shapes that provide superior performance with more traditional detectors. They do not retain this superior performance when used with the uncompensated ICA detectors operating in a multipath fading channel environment. When compensated, the ICA neural network detectors displayed significantly better bit error rate performance than traditional detectors and the uncompensated ICA detectors.
Keywords :
Hopfield neural nets; channel estimation; code division multiple access; error statistics; fading channels; fast Fourier transforms; independent component analysis; multipath channels; multiuser detection; spread spectrum communication; DS-CDMA communication; FFT; Hopfield type neural networks; ICA; bit error rate; blind multiuser detection; channel noise estimation; chip pulse shapes; direct sequence code division multiple access; fast Fourier transforms; independent component analysis; multipath fading channel; Detectors; Fading; Independent component analysis; Multi-stage noise shaping; Multiaccess communication; Multipath channels; Multiuser detection; Neural networks; Pulse shaping methods; Shape;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electro/Information Technology Conference, 2004. EIT 2004. IEEE
Conference_Location :
Milwaukee, WI
Print_ISBN :
978-0-7803-8750-8
Electronic_ISBN :
978-0-7803-8751-5
Type :
conf
DOI :
10.1109/EIT.2004.4569391
Filename :
4569391
Link To Document :
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