DocumentCode
1700301
Title
3-D Mobile-to-Mobile channel tracking with first-order autoregressive model-based Kalman filter
Author
Ghandour-Haidar, Soukayna ; Ros, Lluis ; Brossier, Jean-Marc
Author_Institution
Image & Signal Dept., GIPSA-Lab., St. Martin d´Hères, France
fYear
2013
Abstract
This paper deals with channel estimation in Mobile-to-Mobile communication assuming three-dimensional scattering environment. It approximates the channel by a first-order autoregressive (AR(1)) model and tracks it by a Kalman filter. The common method used in the literature to estimate the parameter of AR(1) model is based on a correlation matching criterion. We propose another criterion based on the Minimization of the Asymptotic Variance of the Kalman filter, and we justify why it is more appropriate for slow fading variations. This paper provides the closed-form expression of the optimal AR(1) parameter under minimum asymptotic variance criterion and the approximated expression of the estimation variance in output of the Kalman filter, both for Fixed-to-Mobile and Mobile-to-Mobile communication channels.
Keywords
Kalman filters; approximation theory; autoregressive processes; channel estimation; correlation methods; estimation theory; fading channels; minimisation; mobile radio; parameter estimation; 3D mobile-to-mobile channel tracking; AR(1) model; asymptotic variance minimization; channel estimation; closed-form expression; correlation matching criterion; first-order autoregressive model-based Kalman filter; fixed-to-mobile communication channel; mobile-to-mobile communication channel; parameter estimation; slow fading variation; three-dimensional scattering environment; Doppler effect; Equations; Kalman filters; Mathematical model; Scattering; Signal to noise ratio; Solid modeling; 3-D scattering environment; Autoregressive model; Channel estimation; Kalman filter; Mobile-to-Mobile communication;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Information Technology(ISSPIT), 2013 IEEE International Symposium on
Conference_Location
Athens
Type
conf
DOI
10.1109/ISSPIT.2013.6781925
Filename
6781925
Link To Document