DocumentCode
2933254
Title
Cooperative Multi-Robot Systems A study of Vision-based 3-D Mapping using Information Theory
Author
Rocha, Rui ; Dias, Jorge ; Carvalho, Adriano
Author_Institution
Institute of Systems and Robotics Faculty of Sciences and Technology, Univ. of Coimbra Pinhal de Marrocos, 3030-290 Coimbra, PORTUGAL; Department of Electrical and Computer Engineering Faculty of Engineering, University of Porto Rua Dr. Roberto Frias, 420
fYear
2005
fDate
18-22 April 2005
Firstpage
384
Lastpage
389
Abstract
Building cooperatively 3-D maps of unknown environments is one of the application fields of multi-robot systems. This article introduces a distributed architecture, within a probabilistic framework for vision-based 3-D mapping, whereby each robot is committed to cooperate with other robots through information sharing. An entropy-based measure of information utility is defined, which a robot uses for communicating to its teammates the most useful measurements, thus preventing the robot to overwhelm communication resources with redundant information. Experiments with real robots, equipped with stereo-vision, yielded important conclusions about the way robots should cooperate on sharing information.
Keywords
3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility; Application software; Computer vision; Entropy; Information theory; Mobile robots; Multirobot systems; Robot kinematics; Robot sensing systems; Robot vision systems; Simultaneous localization and mapping; 3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on
Print_ISBN
0-7803-8914-X
Type
conf
DOI
10.1109/ROBOT.2005.1570149
Filename
1570149
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