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Auction mechanism design for multi-robot coordination.
C. Bererton, G. Gordon, and S. Thrun.The design of cooperative multi-robot systems is a highly active research area in robotics. Two lines of research in particular have generated interest: the solution of large, weakly coupled MDPs, and the design and implementation of market architectures. We propose a new algorithm which joins together these two lines of research. For a class of coupled MDPs, our algorithm automatically designs a market architecture which causes a decentralized multi-robot system to converge to a consistent policy. We can show that this policy is the same as the one which would be produced by a particular centralized planning algorithm. We demonstrate the new algorithm on three simulation examples: multi-robot towing, multi-robot path planning with a limited fuel resource, and coordinating behaviors in a game of paint ball.
The full paper is available in PDF and gzipped Postscript
@INPROCEEDINGS{Bererton03a, AUTHOR = {C. Bererton and G. Gordon and S. Thrun}, TITLE = {Auction Mechanism Design for Multi-Robot Coordination}, YEAR = {2003}, BOOKTITLE = {Proceedings of Conference on Neural Information Processing Systems (NIPS)}, EDITOR = {S. Thrun and L. Saul and B. Sch\"{o}lkopf}, PUBLISHER = {MIT Press} } |