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Coverage Control for Multirobot Teams With Heterogeneous Sensing Capabilities
- Source :
- IEEE Robotics and Automation Letters. 3:919-925
- Publication Year :
- 2018
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2018.
-
Abstract
- This letter investigates how mobile agents with qualitatively different sensing capabilities should be organized in order to effectively cover an area. In particular, by encoding the different capabilities as different density functions in the locational cost, the result is a heterogeneous coverage control problem where the different density functions serve as a way of both abstracting and encapsulating different sensing capabilities. However, different density functions imply that mass is not conserved as the agents move and, as a result, the normal cancellations that occur across boundaries between regions of dominance in the homogeneous case no longer take place when computing the gradient of the locational cost. As a result, new terms are needed if the robots are to execute a descent flow in order to minimize the locational cost, and we show how these additional terms can be formulated as boundary-disagreement terms that are added to the standard Lloyd's algorithm. The results are implemented on real robotic platforms for a number of different use cases.
- Subjects :
- 0209 industrial biotechnology
Control and Optimization
Cover (telecommunications)
Computer science
Mechanical Engineering
Distributed computing
Biomedical Engineering
010103 numerical & computational mathematics
02 engineering and technology
01 natural sciences
Computer Science Applications
Human-Computer Interaction
020901 industrial engineering & automation
Flow (mathematics)
Artificial Intelligence
Control and Systems Engineering
Dominance (economics)
Order (exchange)
Coverage control
Robot
Computer Vision and Pattern Recognition
0101 mathematics
Subjects
Details
- ISSN :
- 23773774
- Volume :
- 3
- Database :
- OpenAIRE
- Journal :
- IEEE Robotics and Automation Letters
- Accession number :
- edsair.doi...........1749a45be3615c13f4a698f9e08c0b0c
- Full Text :
- https://doi.org/10.1109/lra.2018.2792698