DocumentCode :
2221412
Title :
A reactive multi-agent system for localization and tracking in mobile robotics
Author :
Franck, Gechter ; Vincent, Chevrier ; Francois, Charpillet
Author_Institution :
LORIA, Vandoeuvre les Nancy, France
fYear :
2004
fDate :
15-17 Nov. 2004
Firstpage :
431
Lastpage :
435
Abstract :
Localization and target-tracking are both difficult yet essential and wide spread tasks in mobile robotics. Localization can be defined as determining the position of an object within a reference coordinate system, tracking consists of constructing a trajectory given a collection of spatially and temporally coherent localizations. We propose A swarm approach to address these issues using an interaction paradigm inspired from physics. The combination of different interactions such as attraction, repulsion, consumption and evaporation results in a self-organized process that builds patterns interpreted as solutions of the problem. After a description of the proposed model, This work analyses the properties and the performance of our device through experiments in simulation and with real robots. In particular, a comparison with the standard Kalman filtering method demonstrates the relevancy of our approach. Moreover, it improves upon traditional ones int terms of robustness, adaptability, and data fusion capabilities.
Keywords :
Kalman filters; mobile robots; multi-agent systems; sensor fusion; target tracking; adaptability; data fusion capability; interaction paradigm; mobile robotics; physics; reactive multiagent system; real robot; reference coordinate system; robustness; self-organized process; simulation; spatially localization; standard Kalman filtering method; swarm approach; target-tracking; temporally coherent localization; trajectory; Analytical models; Filtering; Kalman filters; Mobile robots; Multiagent systems; Performance analysis; Physics; Robot kinematics; Target tracking; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence, 2004. ICTAI 2004. 16th IEEE International Conference on
ISSN :
1082-3409
Print_ISBN :
0-7695-2236-X
Type :
conf
DOI :
10.1109/ICTAI.2004.15
Filename :
1374219
Link To Document :
بازگشت