Title :
Bayesian ranging for radio localization with and without line-of-sight detection
Author :
Jing, Lishuai ; Pedersen, Troels ; Fleury, Bernard Henri
Author_Institution :
Section Wireless Communication and Networks (WCN), Dept. of Electronic Systems, Aalborg University, Denmark
Abstract :
We consider Bayesian ranging methods for localization in wireless communication systems. Based on a channel model and given priors for the range and the line-of-sight (LOS) condition, we propose range estimators with and without LOS detection. Since the pdf of the received frequency-domain signals is unknown, we approximate the maximum-a-posteriori (MAP) and the minimum mean-squared error (MMSE) estimators. The promising ranging accuracy obtained with the proposed estimators is demonstrated by Monte Carlo simulations. We observe that the approximate MMSE estimators outperform the approximate MAP estimators. In addition, we find that including LOS detection in the approximate estimators, while adding a higher computational complexity, has no major impact on the ranging performance.
Keywords :
Accuracy; Approximation methods; Channel models; Delays; Distance measurement; Signal to noise ratio; Wireless communication;
Conference_Titel :
Communication Workshop (ICCW), 2015 IEEE International Conference on
Conference_Location :
London, United Kingdom
DOI :
10.1109/ICCW.2015.7247268