Title :
Outdoor pedestrian tracking by multiple mobile robots based on SLAM and GPS fusion
Author :
Kakinuma, K. ; Hashimoto, Mime ; Takahashi, Koichi
Author_Institution :
Grad. Sch. of Doshisha Univ., Kyotanabe, Japan
Abstract :
This paper presents laser-based pedestrian tracking system in outdoor environments using multiple mobile robots. Each robot detects pedestrians using its own laser scan image by an occupancy-grid-based method and tracks the detected pedestrians via Kalman filtering. When the robots are in close proximity to each other, they exchange pedestrian tracking information through intercommunication, and tracking data are combined using the Covariance Intersection (CI) method. In this cooperative tracking method, the robots constantly identify their own postures with a high degree of accuracy in a common coordinate frame. We apply EKF-SLAM and GPS fusion for robot localization. The experimental results for tracking two pedestrians with two robots validate the proposed method.
Keywords :
Global Positioning System; Kalman filters; SLAM (robots); mobile robots; multi-robot systems; object tracking; optical scanners; optical tracking; pedestrians; sensor fusion; CI method; GPS; Kalman filtering; SLAM; cooperative tracking method; covariance intersection method; laser scan image; laser-based outdoor pedestrian tracking system; mobile robots; occupancy-grid-based method; outdoor environments; tracking data; Global Positioning System; Mobile robots; Robot kinematics; Robot sensing systems; Tracking;
Conference_Titel :
System Integration (SII), 2012 IEEE/SICE International Symposium on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4673-1496-1
DOI :
10.1109/SII.2012.6427329