Title :
On the blind multi-user detection of DS/CDMA signals using the independent component analysis (ICA)
Author :
El-khamy, Said E. ; Lotfy, Mona ; Badawy, Ahmed S. ; Farid, Ahmed A.
Author_Institution :
Dept. of Electr. Eng., Alexandria Univ., Egypt
Abstract :
The blind multi-user detection of direct sequence code division multiple access (DS-CDMA) communication signals is considered in this paper. We utilize a mean of statistical technique called independent component analysis (ICA), which uses the higher order spectrum (HOS) analysis to extract independent source signals from a mixture of signals. This is known as blind source separation (BSS). A slowly-fading CDMA signal model, where the data is expressed as a linear combination of the convoluted independent symbol sequences is considered in this paper. The symbols estimation and the multiple-access interference suppression are affected by transforming the blind multi-user detection problem to an equivalent BSS problem. The used ICA algorithm is the fast fixed-point independent component analysis (FPICA) algorithm. The simulation results show the effectiveness of the ICA approach in the blind detection of DS-CDMA signals.
Keywords :
blind source separation; code division multiple access; independent component analysis; interference suppression; multiuser detection; radiofrequency interference; spread spectrum communication; DS-CDMA signals; ICA; blind multiuser detection; blind source separation; direct sequence code division multiple access; fast fixed-point independent component analysis; higher order spectrum; independent component analysis; independent source signals; independent symbol sequences; multiple-access interference suppression; slowly-fading CDMA signal model; Blind source separation; Data mining; Direct-sequence code-division multiple access; Independent component analysis; Interference suppression; Multiaccess communication; Multiuser detection; Signal analysis; Signal detection; Source separation;
Conference_Titel :
Radio Science Conference, 2003. NRSC 2003. Proceedings of the Twentieth National
Print_ISBN :
977-5031-75-3
DOI :
10.1109/NRSC.2003.1217368