Title :
Polarization Sensitive Direction of Arrival Distribution for Radiowave Multipaths: A Comparison of Multiple Geometric Models
Author :
Lee, C.H. ; Irwin, Erin ; Hardy, Charles
Author_Institution :
Dept. of Math., California State Univ. Fullerton, Fullerton, CA, USA
Abstract :
In the literature, many geometric models have been derived to characterize the distribution of the direction-of-arrival (DOA) of the multipaths of a signal upon a wireless receiver. Polarization is an essential part of wireless propagation but is often unclear to which particular analytical models work best. This communication performs a comprehensive study of the eleven existing polarization models in propagated signals, using sophisticated mathematical techniques to fit the models with two datasets. Model parameters with the lowest mean squared error are found using both a grid search method and using MATLAB´s fmincon constrained optimization algorithm, with the latter yielding parameters with lower mean squared errors for all models with both data sets. The estimates found for the Gaussian model using the constrained optimization algorithm are consistent with previous work, suggesting this method is robust. For both datasets the Gaussian model is outperformed by models with elliptical supports.
Keywords :
direction-of-arrival estimation; electromagnetic wave polarisation; mean square error methods; optimisation; radiowave propagation; search problems; DOA distribution; Gaussian model; MATLAB fmincon constrained optimization algorithm; elliptical support; grid search method; mathematical technique; mean squared error; model parameter; multiple-geometric model; polarization model; polarization sensitive direction-of-arrival distribution; propagated signals; radiowave multipaths; wireless propagation; wireless receiver; Analytical models; Data models; Mathematical model; Mobile communication; Receivers; Search methods; Wireless communication; Direction of arrival estimation; geometric modeling; multi path channels; polarization; radio propagation;
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2013.2274792