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