DocumentCode :
2591511
Title :
Advanced ICA-based receivers for DS-CDMA systems
Author :
Ristaniemi, Tapani ; Joutsensalo, Jyrki
Author_Institution :
Dept. of Math., Jyvaskyla Univ., Finland
Volume :
1
fYear :
2000
fDate :
2000
Firstpage :
276
Abstract :
We consider blind interference suppression in direct-sequence code division multiple access (DS-CDMA) communication system, and the means of a statistical technique called independent component analysis (ICA) are taken as a solution for the problem. ICA for complex valued signals has received special attention lately due to its applicability to many practical problems. We consider complex ICA especially via the known FastICA algorithm. A drawback of many ICA algorithms, including FastICA, in CDMA is that all the available a-prior information is not necessarily utilized. We propose a solution for this problem by considering ICA as a tuning element, which is attached to an existing receiver structure. Two types of receiver structures, RAKE-ICA and MMSE-ICA, are studied in a block fading CDMA downlink. Numerical studies indicate that the performance of the RAKE and subspace MMSE detector, respectively, can be greatly improved. This is mainly due to the fact that ICA is able to utilize also the independence of the original signals, and that ICA does not explicitly depend on the erroneous timing or channel estimation
Keywords :
code division multiple access; interference suppression; land mobile radio; least mean squares methods; multiuser channels; radio links; radio receivers; radiofrequency interference; signal detection; spread spectrum communication; statistical analysis; DS-CDMA systems; FastICA algorithm; ICA-based receivers; MMSE-ICA receiver; RAKE detector; RAKE-ICA receiver; blind interference suppression; blind multiuser detection; block fading CDMA downlink; complex ICA; complex valued signals; direct-sequence code division multiple access; independent component analysis; receiver structure; statistical technique; subspace MMSE detector; tuning element; Detectors; Downlink; Fading; Independent component analysis; Interference suppression; Multiaccess communication; Multiuser detection; RAKE receivers; Signal processing; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2000. PIMRC 2000. The 11th IEEE International Symposium on
Conference_Location :
London
Print_ISBN :
0-7803-6463-5
Type :
conf
DOI :
10.1109/PIMRC.2000.881433
Filename :
881433
Link To Document :
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