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Optimized algorithms for multi-agent routing

Published: 12 May 2008 Publication History

Abstract

Auction methods have been successfully used for coordinating teams of robots in the multi-robot routing problem, a representative domain for multi-agent coordination. Solutions to this problem typically use bids computed using the shortest distance between various locations on a map. But, the cost of this shortest-distance computation has not been considered in previous research. This paper presents a new auction-based algorithm, FASTBID, that works to reduce the computational costs associated with bidding in the multi-robot routing problem. We also analyze how a small modification in the bidding algorithm can reduce the computational load of the bidding process. Experiments demonstrate that FASTBID not only scales much better than previous approaches, but does so with little or no loss in solution quality.

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M. Lagoudakis, V. Markakis, D. Kempe, P. Keskinocak, S. Koenig, A. Kleywegt, C. Tovey, A. Meyerson, and S. Jain. Auction-based multi-robot routing. In International Conference on Robotics: Science and Systems, pages 343--350, 2005.
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M. G. Lagoudakis, M. Berhault, S. Koenig, P. Keskinocak., and A. J. Kleywegt. Simple auctions with performance guarantees for multi-robot task allocation. In IEEE International Conference on Intelligent Robots and Systems (IROS 2004), volume 1, pages 1957--1962, 2004.
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Cited By

View all
  • (2017)Efficient optimal search under expensive edge cost computationProceedings of the 26th International Joint Conference on Artificial Intelligence10.5555/3171837.3171883(4266-4272)Online publication date: 19-Aug-2017
  • (2009)Auction Aggregation Protocols for Wireless Robot-Robot CoordinationProceedings of the 8th International Conference on Ad-Hoc, Mobile and Wireless Networks10.1007/978-3-642-04383-3_14(180-193)Online publication date: 29-Aug-2009

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Published In

cover image ACM Conferences
AAMAS '08: Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 3
May 2008
503 pages
ISBN:9780981738123

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International Foundation for Autonomous Agents and Multiagent Systems

Richland, SC

Publication History

Published: 12 May 2008

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Author Tags

  1. A*
  2. Dijkstra's algorithm
  3. auction
  4. clique abstraction
  5. multi-robot routing
  6. pathfinding
  7. shortest-distance computation

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  • Research-article

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AAMAS08
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Cited By

View all
  • (2017)Efficient optimal search under expensive edge cost computationProceedings of the 26th International Joint Conference on Artificial Intelligence10.5555/3171837.3171883(4266-4272)Online publication date: 19-Aug-2017
  • (2009)Auction Aggregation Protocols for Wireless Robot-Robot CoordinationProceedings of the 8th International Conference on Ad-Hoc, Mobile and Wireless Networks10.1007/978-3-642-04383-3_14(180-193)Online publication date: 29-Aug-2009

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