Title :
Laser-based people tracking by multiple mobile robots
Author :
Hashimoto, Mime ; Ozaki, Mitsunori ; Yokoyama, Tomoki ; Takahashi, Koichi
Author_Institution :
Fac. of Sci. & Eng., Doshisha Univ., Kyoto, Japan
Abstract :
This paper presents laser-based people tracking by a group of mobile robots located near each other. Each robot finds moving people in its own laser scan images using an occupancy-grid-based method. It then tracks the detected people via Kalman filter and Global-nearest-neighbor-based data association. Tracking data are broadcasted to multiple robots through intercommunication and are combined using the Covariance intersection method. In our tracking method, all the robots share tracking data with each other; hence, they can always recognize people who are invisible to any other robot. The method is validated by the results of an experiment in which two walking people are tracked by three mobile robots.
Keywords :
Kalman filters; SLAM (robots); laser beam applications; mobile robots; multi-robot systems; Kalman filter; SLAM robots; covariance intersection method; global nearest neighbor based data association; laser based people tracking; laser scan images; multiple mobile robots; occupancy grid based method; Kalman filters; Mobile robots; Robot kinematics; Robot sensing systems; Tracking;
Conference_Titel :
Advanced Intelligent Mechatronics (AIM), 2011 IEEE/ASME International Conference on
Conference_Location :
Budapest
Print_ISBN :
978-1-4577-0838-1
DOI :
10.1109/AIM.2011.6026995