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Auction-Based Dynamic Task Allocation for Foraging with a Cooperative Robot Team

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Multi-Agent Systems (EUMAS 2014)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 8953))

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Abstract

Many application domains require search and retrieval, which is also known in the robotic domain as foraging. An example domain is search and rescue where a disaster area needs to be explored and transportation of survivors to a safe area needs to be arranged. Performing these tasks by more than one robot increases performance if tasks are allocated and executed efficiently. In this paper, we study the Multi-Robot Task Allocation (MRTA) problem in the foraging domain. We assume that a team of robots is cooperatively searching for targets of interest in an environment which need to be retrieved and brought back to a home base. We look at a more general foraging problem than is typically studied where coordination also requires to take temporal constraints into account. As usual, robots have no prior knowledge about the location of targets, but in addition need to deliver targets to the home base in a specific order. This significantly increases the complexity of a foraging problem. We use a graph-based model to analyse the problem and the dynamics of allocating exploration and retrieval tasks. Our main contribution is an extension of auction-based approaches to deal with dynamic foraging task allocation where not all tasks are initially known. We use the Blocks World for Teams (BW4T) simulator to evaluate the proposed approach.

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Notes

  1. 1.

    BW4T introduced in [21] has been integrated into the agent environments in Goal [22], http://ii.tudelft.nl/trac/goal.

References

  1. Kaminka, G.A.: Autonomous agents research in robotics: a report from the trenches. In: 2012 AAAI Spring Symposium Series (2012)

    Google Scholar 

  2. Cao, Y.U., Fukunaga, A.S., Kahng, A.B., Meng, F.: Cooperative mobile robotics: antecedents and directions. Autono. Robots 4, 1–23 (1997)

    Google Scholar 

  3. Campo, A., Dorigo, M.: Efficient multi-foraging in swarm robotics. In: Almeida e Costa, F., Rocha, L.M., Costa, E., Harvey, I., Coutinho, A. (eds.) ECAL 2007. LNCS (LNAI), vol. 4648, pp. 696–705. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  4. Krannich, S., Maehle, E.: Analysis of spatially limited local communication for multi-robot foraging. In: Kim, J.-H., et al. (eds.) Progress in Robotics. CCIS, vol. 44, pp. 322–331. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  5. Winfield, A.: Foraging robots. In: Meyers, R.A. (ed.) Encyclopedia of Complexity and Systems Science, pp. 3682–3700. Springer, New York (2009)

    Chapter  Google Scholar 

  6. Davids, A.: Urban search and rescue robots: from tragedy to technology. IEEE Intell. Syst. 17, 81–83 (2002)

    Google Scholar 

  7. Yuh, J.: Design and control of autonomous underwater robots: a survey. Auton. Robots 8, 7–24 (2000)

    Article  Google Scholar 

  8. Hompel, M.T., Schmidt, T.: Warehouse Management: Automation and Organisation of Warehouse and Order Picking Systems (Intralogistik). Springer-Verlag New York, Inc., Secaucus (2006)

    Google Scholar 

  9. Parker, L.E.: Distributed intelligence: overview of the field and its application in multi-robot systems. J. Phys. Agents 2, 5–14 (2008)

    Google Scholar 

  10. Koenig, S., Keskinocak, P., Tovey, C.A.: Progress on agent coordination with cooperative auctions. In: AAAI (2010)

    Google Scholar 

  11. Lagoudakis, M.G., Markakis, E., Kempe, D., Keskinocak, P., Kleywegt, A., Koenig, S., Tovey, C., Meyerson, A., Jain, S.: Auction-based multi-robot routing. In: Proceedings of Robotics: Science and Systems, pp. 343–350 (2005)

    Google Scholar 

  12. Zheng, X., Koenig, S.: K-swaps: cooperative negotiation for solving task-allocation problems. In: Proceedings of the 21st International Jont Conference on Artifical Intelligence, pp. 373–378. Morgan Kaufmann Publishers Inc. (2009)

    Google Scholar 

  13. Zlot, R., Stentz, A.: Market-based multirobot coordination for complex tasks. Int. J. Robot. Res. 25, 73–101 (2006)

    Article  Google Scholar 

  14. Dasgupta, P.: Multi-robot task allocation for performing cooperative foraging tasks in an initially unknown environment. In: Jain, L.C., Aidman, E.V., Abeynayake, C. (eds.) Innovations in Defence Support Systems -2. SCI, vol. 338, pp. 5–20. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  15. Burgard, W., Moors, M., Stachniss, C., Schneider, F.E.: Coordinated multi-robot exploration. IEEE Robot. Trans. 21, 376–386 (2005)

    Article  Google Scholar 

  16. Tovey, C., Lagoudakis, M.G., Jain, S., Koenig, S.: The generation of bidding rules for auction-based robot coordination. In: Parker, L.E., Schneider, F.E., Schultz, A.C. (eds.) Multi-Robot Systems. From Swarms to Intelligent Automata, vol. III, pp. 3–14. Springer, The Netherlands (2005)

    Chapter  Google Scholar 

  17. Koenig, S., Zheng, X., Tovey, C., Borie, R., Kilby, P., Markakis, V., Keskinocak, P.: Agent coordination with regret clearing. In: Proceedings of the 23rd National Conference on Artificial Intelligence, AAAI 2008, vol. 1, pp. 101–107. AAAI Press (2008)

    Google Scholar 

  18. Nanjanath, M., Gini, M.: Performance evaluation of repeated auctions for robust task execution. In: Carpin, S., Noda, I., Pagello, E., Reggiani, M., von Stryk, O. (eds.) SIMPAR 2008. LNCS (LNAI), vol. 5325, pp. 317–327. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  19. Koenig, S., Tovey, C., Lagoudakis, M., Markakis, V., Kempe, D., Keskinocak, P., Kleywegt, A., Meyerson, A., Jain, S.: The power of sequential single-item auctions for agent coordination. In: Proceedings of the National Conference on Artificial Intelligence, vol. 21, p. 1625. AAAI/MIT, Melano Park, Cambridge (1999, 2006)

    Google Scholar 

  20. Schoenig, A., Pagnucco, M.: Evaluating sequential single-item auctions for dynamic task allocation. In: Li, J. (ed.) AI 2010. LNCS, vol. 6464, pp. 506–515. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  21. Johnson, M., Jonker, C., van Riemsdijk, B., Feltovich, P.J., Bradshaw, J.M.: Joint activity testbed: blocks world for teams (BW4T). In: Aldewereld, H., Dignum, V., Picard, G. (eds.) ESAW 2009. LNCS, vol. 5881, pp. 254–256. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  22. Hindriks, K.: The goal agent programming language (2013). http://ii.tudelft.nl/trac/goal

  23. Wei, C., Hindriks, K., Jonker, C.M.: The role of communication in coordination protocols for cooperative robot teams. In: Proceedings of International Conference on Agents and Artifical Intelligence (ICAART), pp. 28–39 (2014)

    Google Scholar 

  24. Balch, T., Arkin, R.C.: Communication in reactive multiagent robotic systems. Auton. Robots 1, 27–52 (1994)

    Article  Google Scholar 

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Authors and Affiliations

  1. Interactive Intelligence Group, EEMCS, Delft University of Technology, Mekelweg 4, 2628 CD, Delft, The Netherlands

    Changyun Wei, Koen V. Hindriks & Catholijn M. Jonker

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  1. Changyun Wei
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  2. Koen V. Hindriks
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  3. Catholijn M. Jonker
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Correspondence to Changyun Wei .

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Editors and Affiliations

  1. Delft University of Technology, Delft, The Netherlands

    Nils Bulling

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Wei, C., Hindriks, K.V., Jonker, C.M. (2015). Auction-Based Dynamic Task Allocation for Foraging with a Cooperative Robot Team. In: Bulling, N. (eds) Multi-Agent Systems. EUMAS 2014. Lecture Notes in Computer Science(), vol 8953. Springer, Cham. https://doi.org/10.1007/978-3-319-17130-2_11

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  • DOI: https://doi.org/10.1007/978-3-319-17130-2_11

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  • Publisher Name: Springer, Cham

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  • Online ISBN: 978-3-319-17130-2

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