Title :
Empirical Characteristic Function Based Estimation of Multiple Scattering Channel Parameters
Author :
Salo, Jari ; Eriksson, Jan ; Koivunen, Visa ; Vainikainen, Pertti
Author_Institution :
SMARAD CoE
Abstract :
Multiple scattering propagation channel is a physically motivated generic model whose special cases include Rayleigh, Rice, double-Rayleigh and "leaky keyhole" channels. Estimation of the parameters of its amplitude distribution is still largely an unexplored problem. In this paper, several novel estimators based on the empirical characteristic (ECF) function are derived. The mathematical form of the considered signal model makes the ECF approach ideally suited for the estimation problem at hand, whereas the maximum-likelihood (ME) estimator is analytically and computationally intractable. Furthermore, it can be easily extended to other similar signal models. By simulations it is shown that the derived ECF estimators have at least as small mean square error as the previously proposed moment-based approaches
Keywords :
Rayleigh channels; Rician channels; channel estimation; maximum likelihood estimation; Rice channels; amplitude distribution; double-Rayleigh channels; empirical characteristic function; generic model; maximum-likelihood estimator; multiple scattering channel parameter estimation; Amplitude estimation; Hydrogen; Maximum likelihood estimation; Narrowband; Parameter estimation; Random variables; Rayleigh channels; Rayleigh scattering; Rician channels; Scattering parameters;
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2006 IEEE 17th International Symposium on
Conference_Location :
Helsinki
Print_ISBN :
1-4244-0329-4
Electronic_ISBN :
1-4244-0330-8
DOI :
10.1109/PIMRC.2006.254303