Distributed task rescheduling with time constraints for the optimization of total task allocations in a multirobot system
Journal article
Authors | Turner, Joanna, Meng, Qinggang, Schaefer, Gerald, Whitbrook, Amanda and Soltoggio, Andrea |
---|---|
Abstract | This paper considers the problem of maximizing the number of task allocations in a distributed multirobot system under strict time constraints, where other optimization objectives need also be considered. It builds upon existing distributed task allocation algorithms, extending them with a novel method for maximizing the number of task assignments. The fundamental idea is that a task assignment to a robot has a high cost if its reassignment to another robot creates a feasible time slot for unallocated tasks. Multiple reassignments among networked robots may be required to create a feasible time slot and an upper limit to this number of reassignments can be adjusted according to performance requirements. A simulated rescue scenario with task deadlines and fuel limits is used to demonstrate the performance of the proposed method compared with existing methods, the consensus-based bundle algorithm and the performance impact (PI) algorithm. Starting from existing (PI-generated) solutions, results show up to a 20% increase in task allocations using the proposed method. |
Keywords | Distributed task-allocation; Multiagent systems; Vehicle routing; Resource management; Robots; Optimization; Time factors; Fuel cells |
Year | 2017 |
Journal | IEEE Transactions on Cybernetics |
Publisher | IEEE |
ISSN | 21682267 |
21682275 | |
Digital Object Identifier (DOI) | https://doi.org/10.1109/TCYB.2017.2743164 |
Web address (URL) | http://hdl.handle.net/10545/621889 |
hdl:10545/621889 | |
Publication dates | 28 Sep 2017 |
Publication process dates | |
Deposited | 24 Oct 2017, 09:46 |
Rights | Archived with thanks to IEEE Transactions on Cybernetics |
Contributors | Loughborough University and University of Derby |
File | File Access Level Open |
File | File Access Level Open |
https://repository.derby.ac.uk/item/92ywx/distributed-task-rescheduling-with-time-constraints-for-the-optimization-of-total-task-allocations-in-a-multirobot-system
Download files
44
total views25
total downloads2
views this month1
downloads this month