DocumentCode :
1366677
Title :
EM-Based Adaptive Frequency Domain Estimation of Doppler Shifts with CRLB Analysis for CDMA Systems
Author :
Wang, Tianqi ; Li, Cheng ; Meng, Weixiao ; Chen, Hsiao-Hwa ; Guizani, Mohsen
Author_Institution :
Fac. of Eng., Memorial Univ. of Newfoundland, St. John´´s, NL, Canada
Volume :
60
Issue :
1
fYear :
2012
fDate :
1/1/2012 12:00:00 AM
Firstpage :
198
Lastpage :
208
Abstract :
Combating time and frequency selectivity in wireless channels is one of the most challenging tasks in next generation wireless networks. In this paper, we propose an adaptive estimation algorithm to estimate Doppler shifts in a direct sequence code division multiple access (DS-CDMA) radio system with multiple Doppler subpaths. By modeling doubly selective channels using a basis expansion model (BEM), an expectation-maximization (EM) algorithm based adaptive estimation method is developed to extract accurate Doppler shift information. The Cramer-Rao lower bound (CRLB) analysis is conducted to study the performance bound of the proposed estimation algorithm. Based on the estimated Doppler shift results, a frequency domain equalizer (FDE) based receiver architecture is developed to exploit Doppler diversity in the frequency domain. Our analysis and simulation results demonstrate that this receiver architecture features a low complexity while still achieving a good performance compared with traditional CDMA receivers.
Keywords :
Doppler shift; adaptive estimation; channel estimation; code division multiple access; diversity reception; equalisers; expectation-maximisation algorithm; fading channels; frequency estimation; radio receivers; spread spectrum communication; CDMA systems; CRLB analysis; Cramer-Rao lower bound analysis; DS-CDMA; Doppler diversity; Doppler shifts; adaptive estimation algorithm; adaptive frequency domain estimation; basis expansion model; direct sequence code division multiple access; doubly selective channel; expectation-maximization algorithm; frequency domain equalizer; frequency selectivity; next generation wireless network; receiver architecture; time selectivity; wireless channel; Channel estimation; Correlation; Doppler shift; Estimation; Multiaccess communication; Receivers; Channel estimation; Doppler diversity; basis expansion model; frequency domain equalizer;
fLanguage :
English
Journal_Title :
Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
0090-6778
Type :
jour
DOI :
10.1109/TCOMM.2011.102011.090300
Filename :
6068203
Link To Document :
بازگشت