DocumentCode
1045202
Title
Performance of iterative data detection and channel estimation for single-antenna and multiple-antennas wireless communications
Author
Buzzi, Stefano ; Lops, Marco ; Sardellitti, Stefania
Author_Institution
DAEIMI, Univ. degli Studi di Cassino, Italy
Volume
53
Issue
4
fYear
2004
fDate
7/1/2004 12:00:00 AM
Firstpage
1085
Lastpage
1104
Abstract
In iterative data-detection and channel-estimation algorithms, the channel estimator and the data detector recursively exchange information in order to improve the system performance. While a vast bulk of the available literature demonstrates the merits of iterative schemes through computer simulations, in this paper analytical results on the performance of an iterative detection/estimation scheme are presented. In particular, this paper focus is on uncoded systems and both the situations that the receiver and the transmitter are equipped with either a single antenna or multiple antennas are considered. With regard to the channel estimator, the analysis considers both the minimum mean square error and the maximum likelihood channel estimate, while, with regard to the data detector, linear receiver interfaces are considered. Closed-form formulas are given for the channel-estimation mean-square error and for its Crame´r-Rao bound, as well as for the error probability of the data detector. Moreover, the problem of the optimal choice of the length of the training sequence is also addressed. Overall, results show that the considered iterative strategy achieves excellent performance and permits, at the price of some complexity increase, the use of very short training sequences without incurring any performance loss. Finally, computer simulations reveal that the experimental results are in perfect agreement with those predicted by the theoretical analysis.
Keywords
antenna arrays; channel estimation; error statistics; iterative methods; least mean squares methods; maximum likelihood estimation; probability; radio networks; radio receivers; radio transmitters; Cramer-Rao bound; error probability; iterative data detection; linear receiver interfaces; maximum likelihood channel estimation; minimum mean squared error; multiple-antenna wireless communications; single-antenna wireless communications; Channel estimation; Computer simulation; Detectors; Iterative algorithms; Maximum likelihood detection; Performance loss; Receiving antennas; Recursive estimation; Transmitting antennas; Wireless communication; CRB; Channel estimation; Cramér–Rao bound; data detection; multiantenna systems; wireless communication;
fLanguage
English
Journal_Title
Vehicular Technology, IEEE Transactions on
Publisher
ieee
ISSN
0018-9545
Type
jour
DOI
10.1109/TVT.2004.830144
Filename
1317212
Link To Document