Title :
Improved ICA Based Multi-User Detection of DS-CDMA
Author :
Thavasi Raja, G. ; Reddy, Omkar
Author_Institution :
Electron. & Commun. Eng. Dept., NIT Tiruchirappalli, Tiruchirappalli, India
Abstract :
In this paper RADICAL Independent Component Analysis (ICA) algorithm is proposed for detection of DS-CDMA signals and compared with JADE ICA algorithm. ICA based technique is based on independence of source signals and these conditions are satisfied in multi-user CDMA environment. Combining an ICA element to conventional signal detection reduces multiple access interference (MAI) and enables a robust, computationally efficient structure. The proposed algorithm takes advantage of differential entropy estimation and converges quickly. Bit error rate simulations of these algorithms has been given for different number of users, SNR and compared. The results show that RADICAL algorithm performs best at separating the source signals from the mixed CDMA signals.
Keywords :
code division multiple access; error statistics; independent component analysis; multiuser detection; DS-CDMA; JADE independent component analysis algorithm; RADICAL independent component analysis algorithm; bit error rate; differential entropy estimation; direct sequence code division multiple access; multiple access interference; multiuser source signal detection; Algorithm design and analysis; Bit error rate; Computational modeling; Entropy; Independent component analysis; Multiaccess communication; Signal to noise ratio; DS-CDMA; ICA; MAI; RADICAL;
Conference_Titel :
Emerging Trends in Engineering and Technology, 2008. ICETET '08. First International Conference on
Conference_Location :
Nagpur, Maharashtra
Print_ISBN :
978-0-7695-3267-7
DOI :
10.1109/ICETET.2008.199