Title :
GPS measurement model with satellite visibility using 3D map for particle filter
Author :
Takeuchi, Eijiro ; Yamazaki, Masashi ; Ohno, Kazunori ; Tadokoro, Satoshi
Author_Institution :
Dept. of Bioeng. & Robot., Tohoku Univ., Sendai, Japan
Abstract :
This paper proposes a localization method using Global Positioning System(GPS) with multi-path estimation which uses 3D environment maps. Multi-path is one of the problems upon using the GPS for localization. GPS satellite visibility is one of the solutions to detect multi-path error. The challenge of the paper is to use pre-measured 3D environment map to check the satellite visibility. In order to compute the satellite visibility using 3D maps, the GPS receiver position is necessary, which is contradicted requirements to localization. The proposed method solves the problem by using particle filter. In this paper, This paper describes the GPS measurement model with satellite visibility using 3D maps, speeding up the satellite visibility check using GPS shadow maps, and experimental results in outdoor environment with multipath data.
Keywords :
Global Positioning System; artificial satellites; cartography; mobile robots; particle filtering (numerical methods); 3D environment maps; GPS measurement model; GPS receiver position; GPS satellite visibility; global positioning system; multipath estimation; particle filter; Atmospheric measurements; Global Positioning System; Particle measurements; Receivers; Satellite broadcasting; Satellites; Three dimensional displays;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2011 IEEE International Conference on
Conference_Location :
Karon Beach, Phuket
Print_ISBN :
978-1-4577-2136-6
DOI :
10.1109/ROBIO.2011.6181350