Title :
Hybrid GNSS-Terrestrial Cooperative Positioning Based on Particle Filter
Author :
Sottile, Francesco ; Wymeersch, Henk ; Caceres, Mauricio A. ; Spirito, Maurizio A.
Author_Institution :
Pervasive Radio Technol. Lab., Ist. Superiore Mario Boella, Turin, Italy
Abstract :
We propose a novel hybrid GNSS-terrestrial localization algorithm based on particle filter that fuses ranging data from both satellites and terrestrial receivers. The proposed positioning approach, named hybrid-cooperative particle filter (HCPF), is fully distributed and allows both increased positioning availability and accuracy compared to GNSS-only localization in challenged scenarios. Moreover, simulation results based on a realistic indoor scenario show that the proposed solution outperforms several state of the art algorithms such as unscented Kalman filter and an approach based on belief propagation.
Keywords :
Kalman filters; cooperative communication; nonlinear filters; particle filtering (numerical methods); radio receivers; satellite navigation; belief propagation; hybrid GNSS-terrestrial cooperative positioning; hybrid GNSS-terrestrial localization; hybrid-cooperative particle filter; realistic indoor scenario; satellite receivers; terrestrial receivers; unscented Kalman filter; Covariance matrix; Global Positioning System; Noise; Noise measurement; Position measurement; Satellites; Vectors;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE
Conference_Location :
Houston, TX, USA
Print_ISBN :
978-1-4244-9266-4
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2011.6134002