Title :
Low-complexity variable forgetting factor mechanism for RLS algorithms in interference mitigation applications
Author :
Cai, Yunlong ; De Lamare, Rodrigo C.
Author_Institution :
Dept. of Inf. Sci. & Electron. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
In this work, we propose a low-complexity variable forgetting factor (VFF) mechanism for recursive least square (RLS) algorithms in interference mitigation applications. The proposed VFF mechanism employs a time average of the error correlation to automatically adjust the forgetting factor in order to ensure fast convergence and good tracking of the interference and the channel variations. Simulation results for a direct-sequence code-division multiple access (DS-CDMA) system are presented for nonstationary environments and show that the proposed VFF mechanism achieves superior performance to previously reported methods at a reduced complexity.
Keywords :
code division multiple access; communication complexity; interference suppression; least squares approximations; space division multiple access; telecommunication channels; DS-CDMA system; RLS algorithms; VFF mechanism; channel variations; direct sequence code-division multiple access; interference mitigation applications; low-complexity variable forgetting factor mechanism; nonstationary environments; recursive least square algorithms; reduced complexity; Continuous wavelet transforms; Indexes; Interference mitigation; RLS algorithm; adaptive receivers; time-varying channels; variable forgetting factor;
Conference_Titel :
Wireless Communication Systems (ISWCS), 2012 International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4673-0761-1
Electronic_ISBN :
2154-0217
DOI :
10.1109/ISWCS.2012.6328412