DocumentCode
3522053
Title
Distributed algorithm design for multi-robot task assignment with deadlines for tasks
Author
Lingzhi Luo ; Chakraborty, Nilanjan ; Sycara, Katia
Author_Institution
Sch. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
2013
fDate
6-10 May 2013
Firstpage
3007
Lastpage
3013
Abstract
In this paper, we present provably-good algorithms for multi-robot task assignment, where each task has to be completed within its deadline. Each robot has a upper limit on the maximum number of tasks that it can perform due to its limited battery life, and each task takes the same amount of time to complete. Each robot has a different payoff (or cost) for the tasks and the objective is to assign the tasks to the robots such that the total payoff (cost) is maximized (minimized) while respecting the task deadline constraints. This problem is an extension of a special generalized assignment problem (where each task consumes the same time resource and must be finished), with additional deadline constraints for the time resource assignment. We show that the problem can be reduced to a problem of assigning tasks to robots, where the tasks are organized in overlapping sets, and each robot has a limit on the number of tasks it can perform from each set, which is a variant of multi-robot assignment problem with set precedence constraint (SPC-MAP) discussed in [1].We present a distributed auction-based algorithm for this problem and prove that the solution is almost-optimal. We also present simulation results to depict the performance of our algorithm.
Keywords
distributed algorithms; multi-robot systems; resource allocation; SPC-MAP; battery life; distributed algorithm design; distributed auction-based algorithm; generalized assignment problem; multirobot task assignment problem; set precedence constraint; task deadline constraints; time resource assignment; Algorithm design and analysis; Distributed algorithms; Job shop scheduling; Nickel; Robot kinematics;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2013 IEEE International Conference on
Conference_Location
Karlsruhe
ISSN
1050-4729
Print_ISBN
978-1-4673-5641-1
Type
conf
DOI
10.1109/ICRA.2013.6630994
Filename
6630994
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