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  4. Multi-Robot 3D Gas Distribution Mapping: Coordination, Information Sharing and Environmental Knowledge
 
conference paper

Multi-Robot 3D Gas Distribution Mapping: Coordination, Information Sharing and Environmental Knowledge

Ercolani, Chiara  
•
Deshmuk, Shashank Mahendra
•
Peeters, Thomas Laurent
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June 3, 2023
Proceedings of the 2023 IEEE International Conference on Robotics and Automation (ICRA)
2023 IEEE International Conference on Robotics and Automation (ICRA)

Environmental monitoring and mapping operations are an essential tool to combat climate change. An important branch of this domain concerns the construction of reliable gas maps. Adaptive navigation strategies coupled with multi-robot systems improve the outcome of an environmental mapping mission by focusing more efficiently on informative areas. This direction is yet to be explored in the context of gas mapping, which presents peculiar challenges due to the hard-to-sense and expensive-to-model nature of the underlying phenomenon. In this paper, we introduce the application of a multi-robot system to a gas mission with severe time constraints. We study the impact of information-based navigation strategies, coupled with increasing levels of coordination among the robots, on information gathering and consequent map reconstruction performance. We also focus on proposing solutions that inject additional knowledge into the system to enhance the final mapping outcome. We tested the strategies through extensive high-fidelity simulation experiments, and we compared the proposed approaches to three relevant baseline methods.

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Type
conference paper
DOI
10.1109/ICRA48891.2023.10161276
Author(s)
Ercolani, Chiara  
Deshmuk, Shashank Mahendra
Peeters, Thomas Laurent
Martinoli, Alcherio  
Date Issued

2023-06-03

Published in
Proceedings of the 2023 IEEE International Conference on Robotics and Automation (ICRA)
Total of pages

7

Subjects

Multi-Robot Systems

•

Gas Distribution Mapping

•

Informative Path Planning

•

Environmental Monitoring

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
DISAL  
Event nameEvent placeEvent date
2023 IEEE International Conference on Robotics and Automation (ICRA)

London, United Kingdom

29 May- 2 June, 2023

RelationURL/DOI

IsPreviousVersionOf

https://infoscience.epfl.ch/record/305995
Available on Infoscience
June 13, 2023
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/198252
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