Title :
Maximum-likelihood based estimation of angular parameters of Dense-Multipath-Components
Author :
Kaske, Martin ; Thoma, Reiner
Author_Institution :
Electron. Meas. Res. Lab., Tech. Univ. Ilmenau, Ilmenau, Germany
Abstract :
This contribution introduces an estimation framework for angular/spatial properties of the Dense Multipath Components (DMC). The estimator aims to calculate the parameters of an antenna-independent DMC model from the (antenna-dependent) spatial sample covariance matrix. A Newton-Raphson based iterative algorithm with “Fisher Scoring” is used to solve the maximum-likelihood problem and a least-mean-squares method is proposed to initialise the polarisation parameters of the model. The feasibility of the approach is shown using simulations that incorporate measured antenna array radiation pattern.
Keywords :
Newton-Raphson method; antenna arrays; antenna radiation patterns; covariance matrices; electromagnetic wave polarisation; least mean squares methods; maximum likelihood estimation; multipath channels; Newton-Raphson based iterative algorithm; antenna array radiation pattern; antenna independent DMC model parameter estimation; dense multipath components; least mean squares method; maximum likelihood based estimation; polarisation parameter; spatial sample covariance matrix; Antenna measurements; Antenna radiation patterns; Arrays; Covariance matrices; Mathematical model; Maximum likelihood estimation;
Conference_Titel :
Antennas and Propagation (EuCAP), 2015 9th European Conference on
Conference_Location :
Lisbon