Stochastic approximation and data re-use applied to blind adaptive algorithm for interference cancellation RAKE CDMA receiver

S. Zhu1, P. Arasaratnam1, A.G. Constantinides1
1Communications and Signal Processing Group, Department of Electrical and Electronic Engineering, Imperial College London, London, UK

Tóm tắt

This paper addresses the problem of stochastic approximation and data re-use applied to the blind adaptive algorithm for the interference cancellation RAKE CDMA receiver. The improved adaptive algorithm that utilizes step-size adaptation can achieve both faster convergence and higher steady state performance compared to the fixed step-size ones without increasing much more complexity. Moreover, the improved adaptive algorithm that further utilizes solution averaging and data re-use can further improve both convergence speed and steady state performance. Simulations support the resulting significant improvements.

Từ khóa

#Stochastic processes #Adaptive algorithm #Interference cancellation #RAKE receivers #Multiaccess communication #Steady-state #Signal processing algorithms #Training data #Convergence #Interference suppression

Tài liệu tham khảo

10.1109/78.726814 10.1109/18.391241 krishnsmurthy, 2000, Averaged stochastic gradient algorithms for adaptive blind multiuser detection in DS/CDMA systems, IEEE Trans on Communucations, 48 xu, 2001, Blind adaptive algorithms for minimum variance CDMA receivers, IEEE Transactions on Communications, 49 10.1109/78.875470 10.1007/978-3-642-75894-2 zhu, 2002, Blind algorithms for adaptive CDMA receivers in wireless communications, EPSRC Research Report 10.1109/5.720252 10.1109/78.890361 10.1109/26.339839