Abstract
In the paper, an adaptive collaboration method for multiple robots under localization uncertainty is presented. The multi-agent algorithm makes use of the multiple homogenous wheeled mobile robots whose locations are not known precisely but known to be within uncertainty circles. The workspace is partitioned by using the Guaranteed Power Voronoi Diagram (GPVD or GPD). The weights of the diagram are calculated by the collaboration algorithm in order to assign more regions to the agents with better actuator performances and less regions to the ones with weaker actuators. The robots do not know the performance parameters beforehand. They learn their own parameter vectors online by using the Hopfield Neural Network (HNN) estimator. So, by making use of the proposed control scheme and collaboration algorithm, the agents position themselves to the optimal coverage configuration and at the end configuration, the workspace assignment according to the actuator performances is performed. The proposed algorithm runs online and in a distributed fashion. The simulation results in MATLAB are given with the experimental verification done with Turtlebot 2 robots and ROS.
Original language | English |
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Title of host publication | Proceedings of 2019 IEEE International Conference on Mechatronics and Automation, ICMA 2019 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 1999-2005 |
Number of pages | 7 |
ISBN (Electronic) | 9781728116983 |
DOIs | |
Publication status | Published - Aug 2019 |
Event | 16th IEEE International Conference on Mechatronics and Automation, ICMA 2019 - Tianjin, China Duration: 4 Aug 2019 → 7 Aug 2019 |
Publication series
Name | Proceedings of 2019 IEEE International Conference on Mechatronics and Automation, ICMA 2019 |
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Conference
Conference | 16th IEEE International Conference on Mechatronics and Automation, ICMA 2019 |
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Country/Territory | China |
City | Tianjin |
Period | 4/08/19 → 7/08/19 |
Bibliographical note
Publisher Copyright:© 2019 IEEE.
Keywords
- Collaboration
- Coverage control
- Guaranteed power voronoi diagrams
- Multi-agent systems