DocumentCode
2703231
Title
Multi-robot assignment algorithm for tasks with set precedence constraints
Author
Luo, Lingzhi ; Chakraborty, Nilanjan ; Sycara, Katia
Author_Institution
Sch. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
2011
fDate
9-13 May 2011
Firstpage
2526
Lastpage
2533
Abstract
In this paper, we present task allocation (assignment) algorithms for a multi-robot system where the tasks are divided into disjoint groups and there are precedence constraints between the task groups. Existing auction-based algorithms assume the task independence and hence can not be used directly to solve the class of multi-robot task assignment problems that we consider. In our model, each robot can do a fixed number of tasks and obtains a benefit (or incurs a cost) for each task. The tasks are divided into groups and each robot can do only one task from each group. These constraints arise when the robots have to do a set of tasks that have precedence constraints and each task takes the same time to be completed. We extend the auction algorithm to provide an almost optimal solution to the task assignment problem with set precedence constraints (the theoretical guarantees are the same as that of the original auction algorithm for unconstrained tasks). In other words, we guarantee that we will get a solution within a factor of O(ntε) of the optimal solution, where nt is the total number of tasks and ε is a parameter that we choose. We first present our algorithm using a shared memory model and then indicate how consensus algorithms can be used to make the algorithm totally distributed.
Keywords
multi-robot systems; optimisation; shared memory systems; task analysis; auction algorithm; auction-based algorithm; consensus algorithm; multirobot assignment algorithm; set precedence constraint; shared memory model; task allocation; Algorithm design and analysis; Distributed algorithms; Greedy algorithms; Nickel; Resource management; Robot kinematics; Auction algorithm; Multi-robot assignment; Task allocation;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location
Shanghai
ISSN
1050-4729
Print_ISBN
978-1-61284-386-5
Type
conf
DOI
10.1109/ICRA.2011.5980500
Filename
5980500
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