The Ricean K factor: Estimation and performance analysis
Document Type
Article
Publication Date
7-1-2003
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 Cramér-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.
Identifier
3042794199 (Scopus)
Publication Title
IEEE Transactions on Wireless Communications
External Full Text Location
https://doi.org/10.1109/TWC.2003.814338
ISSN
15361276
First Page
799
Last Page
810
Issue
4
Volume
2
Grant
9970443
Fund Ref
National Science Foundation
Recommended Citation
    Tepedelenlioǧlu, Cihan; Abdi, Ali; and Giannakis, Georgios B., "The Ricean K factor: Estimation and performance analysis" (2003). Faculty Publications.  14079.
    
    
    
        https://digitalcommons.njit.edu/fac_pubs/14079
    
 
				 
					