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
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