Title :
Fast estimators for large-scale fading channels from irregularly sampled data
Author :
Mossberg, Magnus ; Larsson, Erik K. ; Mossberg, Eva
Author_Institution :
Dept. of Electr. Eng., Karlstad Univ.
fDate :
7/1/2006 12:00:00 AM
Abstract :
The problem of estimating the power attenuation dynamics for large-scale lognormal fading channels in wireless communication systems, when the model is described as a mean reverting Ornstein-Uhlenbeck process, is studied in the paper. Fast and accurate estimators for the model parameters from irregularly sampled data are suggested for both offline and online applications. The Crameacuter-Rao bound for the estimation of the model parameters is derived, and the qualities of the proposed estimators are evaluated with respect to the bound
Keywords :
channel estimation; fading channels; radio networks; Cramer-Rao bound; Ornstein-Uhlenbeck process; large-scale fading channels; large-scale lognormal fading channels; model parameters; power attenuation dynamics; wireless communication systems; Attenuation; Control systems; Fading; Large-scale systems; Mathematics; Parameter estimation; Power system modeling; Random variables; Sampling methods; Wireless communication; CramÉr–Rao bound (CRB); Ornstein–Uhlenbeck process; fading channel; irregular sampling; parameter estimation;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2006.874810