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RI | Publications | Heterogeneous Multirobot Coordination with Spatial and Temporal Constraints
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Heterogeneous Multirobot Coordination with Spatial and Temporal Constraints
M. Koes, I. Nourbakhsh, and K. Sycara
Proceedings of the Twentieth National Conference on Artificial Intelligence (AAAI), AAAI Press, June, 2005, pp. 1292-1297.
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| Abstract |
Existing approaches to multirobot coordination separate scheduling and task allocation, but finding the optimal schedule with joint tasks and spatial constraints requires robots to simultaneously solve the scheduling, task allocation, and path planning problems. We present a formal description of the multirobot joint task allocation problem with heterogeneous capabilities and spatial constraints and an instantiation of the problem for the search and rescue domain. We introduce a novel declarative framework for modeling the problem as a mixed integer linear programming (MILP) problem and present a centralized anytime algorithm with error bounds. We demonstrate that our algorithm can outperform standard MILP solving techniques, greedy heuristics, and a market based approach which separates scheduling and task allocation.
| Notes |
Sponsor: NSF
Grant ID: IIS-0205526
Associated center: CIMDS
Associated lab/group: Intelligent Software Agents
Associated project: Urban Search and Rescue
Number of pages: 6
Note: Thanks too to iLog Corporation for their generous support
| Text Reference |
M. Koes, I. Nourbakhsh, and K. Sycara, "Heterogeneous Multirobot Coordination with Spatial and Temporal Constraints," Proceedings of the Twentieth National Conference on Artificial Intelligence (AAAI), AAAI Press, June, 2005, pp. 1292-1297.
| BibTeX Reference |
@inproceedings{Koes_2005_5138,
author = "Mary Koes and Illah Nourbakhsh and Katia Sycara",
title = "Heterogeneous Multirobot Coordination with Spatial and Temporal Constraints",
booktitle = "Proceedings of the Twentieth National Conference on Artificial Intelligence (AAAI)",
month = "June",
year = "2005",
pages = "1292-1297",
publisher = "AAAI Press",
note = "Thanks too to iLog Corporation for their generous support"
}