Title :
A fast blind multiple access interference reduction in DS/CDMA systems by adaptive projected subgradient method
Author :
Cavalcante, Renato ; Yamada, Isao ; Sakaniwa, Kohichi
Author_Institution :
Dept. of Commun. & Integrated Syst, Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
This paper presents a novel blind multiple access interference (MAI) suppression filter in DS/CDMA systems. The filter is adaptively updated by parallelly projecting them onto a series of convex sets. These sets are defined based on the received signal as well as a priori knowledge about the desired user´s signature. In order to achieve fast convergence and good performance at steady state, the adaptive projected subgradient method (Yamada et al., 2003) is applied. The proposed scheme also jointly estimates the desired signal amplitude and the filter coefficients based on a stochastic approximation of an EM type algorithm, following the original idea proposed by Park and Doherty, 1997. Simulation results highlight the fast convergence behavior and good performance at steady state of the proposed scheme.
Keywords :
amplitude estimation; code division multiple access; expectation-maximisation algorithm; filtering theory; gradient methods; interference suppression; radiofrequency interference; set theory; stochastic processes; DS-CDMA systems; EM type algorithm; adaptive projected subgradient method; blind MAl suppression filter; blind multiple access interference suppression filter; convex sets; desired signal amplitude estimation; fast blind multiple access interference reduction; stochastic approximation; Abstracts; Adaptive algorithms; Adaptive filters; Filtering algorithms; Multiaccess communication; Noise; Receivers;
Conference_Titel :
Signal Processing Conference, 2004 12th European
Conference_Location :
Vienna
Print_ISBN :
978-320-0001-65-7