Comparison of different coordination strategies for the RoboCupRescue simulation

A fundamental difficulty faced by cooperative multiagent systems is to find how to efficiently coordinate agents. There are three fundamental processes to solve the coordination problem: mutual adjustment, direct supervision and standardization. In this paper, we present our results, obtained in the RoboCupRescue environment, comparing those coordination approaches to find which one is the best for a complex real-time problem like this one. Our results show that a decentralized approach based on mutual adjustment can be more flexible and give better results than a centralized approach using direct supervision. Also, we have obtained results showing that a standardization rule like the partitioning of the map can be helpful in those kind of environments.

[1]  Milind Tambe,et al.  Towards Flexible Teamwork , 1997, J. Artif. Intell. Res..

[2]  Michael Wooldridge,et al.  Introduction to multiagent systems , 2001 .

[3]  Manuela M. Veloso,et al.  Task Decomposition, Dynamic Role Assignment, and Low-Bandwidth Communication for Real-Time Strategic Teamwork , 1999, Artif. Intell..

[4]  Henry Mintzberg,et al.  The Structuring of Organizations , 1979 .

[5]  Milind Tambe,et al.  Team Formation for Reformation in Multiagent Domains Like RoboCupRescue , 2002, RoboCup.

[6]  Victor R. Lesser,et al.  Learning to Improve Coordinated Actions in Cooperative Distributed Problem-Solving Environments , 1998, Machine Learning.

[7]  Hiroaki Kitano,et al.  RoboCup Rescue: a grand challenge for multi-agent systems , 2000, Proceedings Fourth International Conference on MultiAgent Systems.

[8]  Kevin Crowston,et al.  The interdisciplinary study of coordination , 1994, CSUR.

[9]  Victor R. Lesser Evolution of the GPGP/TÆMS domain-independent coordination framework , 2002, AAMAS.

[10]  Brahim Chaib-draa,et al.  Coordination in CE Systems: An Approach Based on the Management of Dependences between Activities , 1997 .

[11]  Moshe Tennenholtz,et al.  On the Synthesis of Useful Social Laws for Artificial Agent Societies (Preliminary Report) , 1992, AAAI.

[12]  Hiroaki Kitano,et al.  RoboCup Rescue: search and rescue in large-scale disasters as a domain for autonomous agents research , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).