DocumentCode
3784860
Title
The Ricean K factor: estimation and performance analysis
Author
C. Tepedelenlioglu;A. Abdi;G.B. Giannakis
Author_Institution
Telecommun. Res. Center, Arizona State Univ., Tempe, AZ, USA
Volume
2
Issue
4
fYear
2003
Firstpage
799
Lastpage
810
Abstract
In wireless communications, the relative strength of the direct and scattered components of the received signal, as expressed by the Ricean K factor, provides an indication of link quality. Accordingly, efficient and accurate methods for estimating K are of considerable interest. In this paper, we propose a general class of moment-based estimators which use the signal envelope. This class of estimators unifies many of the previous estimators, and introduces new ones. We derive, for the first time, the asymptotic variance (AsV) of these estimators and compare them with the Cramer-Rao bound (CRB). We then tackle the problem of estimating K from the in-phase and quadrature-phase (I/Q) components of the received signal and illustrate the improvement in performance as compared with the envelope-based estimators. We derive the CRBs for the I/Q data model, which, unlike the envelope CRB, is tractable for correlated samples. Furthermore, we introduce a novel estimator that relies on the I/Q components, and derive its AsV even when the channel samples are correlated. We corroborate our analytical findings by simulations.
Keywords
"Performance analysis","MIMO","Maximum likelihood estimation","Frequency estimation","Analytical models","Phase estimation","Gaussian processes","Wireless communication","Probability density function","Power measurement"
Journal_Title
IEEE Transactions on Wireless Communications
Publisher
ieee
ISSN
1536-1276
Type
jour
DOI
10.1109/TWC.2003.814338
Filename
1210745
Link To Document