Title :
Low-Complexity Variable Forgetting Factor Mechanism for Blind Adaptive Constrained Constant Modulus Algorithms
Author :
Cai, Yunlong ; De Lamare, Rodrigo C. ; Zhao, Minjian ; Zhong, Jie
Author_Institution :
Dept. of Inf. Sci. & Electron. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
In this paper, we propose a novel low-complexity variable forgetting factor (VFF) mechanism for blind adaptive constrained constant modulus (CCM) recursive least squares (RLS) algorithms applied to linear interference suppression in direct-sequence code-division multiple access (DS-CDMA) systems. The proposed variable forgetting factor mechanism employs an updated component related to the time average of the constant modulus (CM) cost function to automatically adjust the forgetting factor in order to ensure good tracking of the interference and the channel. Convergence and tracking analyses are carried out. Analytical expressions for predicting the mean-squared error of the proposed adaptation technique are obtained. Simulation results are presented for nonstationary environments and show that the proposed variable forgetting factor mechanism achieves superior performance to previously reported methods at a reduced complexity.
Keywords :
code division multiple access; computational complexity; interference suppression; blind adaptive constrained constant modulus algorithm; blind adaptive constrained constant modulus recursive least squares algorithm; constant modulus cost function; direct-sequence code-division multiple access systems; linear interference suppression; low-complexity variable forgetting factor; Adaptive systems; Algorithm design and analysis; Convergence; Multiaccess communication; Optimization; Receivers; Vectors; Adaptive filtering; blind multiuser detection; variable forgetting factor mechanisms;
Journal_Title :
Signal Processing, IEEE Transactions on
Conference_Location :
5/15/2012 12:00:00 AM
DOI :
10.1109/TSP.2012.2199317