A Distributed Algorithm for Anytime Coalition Structure Generation


Michalak , Tomasz, Sroka, Jacek, Rahwan, Talal, Wooldridge, Michael, Mcburney, Peter and Jennings, Nicholas (2010) A Distributed Algorithm for Anytime Coalition Structure Generation. In, Autonomous Agents And MultiAgent Systems (AAMAS 2010), Toronto, Canada, 14 - 18 May 2010. , 1007-1014.

Download

[img] PDF
Download (2533Kb)

Description/Abstract

A major research challenge in multi-agent systems is the problem of partitioning a set of agents into mutually disjoint coalitions, such that the overall performance of the system is optimized. This problem is di�cult because the search space is very large: the number of possible coalition structures increases exponentially with the number of agents. Although several algorithms have been proposed to tackle this Coalition Structure Generation (CSG) problem, all of them suffer from being inherently centralized, which leads to the existence of a performance bottleneck and a single point of failure. In this paper, we develop the first decentralized algorithm for solving the CSG problem optimally. In our algorithm, the necessary calculations are distributed among the agents, instead of being carried out centrally by a single agent (as is the case in all the available algorithms in the literature). In this way, the search can be carried out in a much faster and more robust way, and the agents can share the burden of the calculations. The algorithm combines, and improves upon, techniques from two existing algorithms in the literature, namely DCVC [5] and IP [9], and applies novel techniques for filtering the input and reducing the inter-agent communication load.

Item Type: Conference or Workshop Item (Paper)
Additional Information: Event Dates: 14th-18th May
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Agents, Interactions & Complexity
ePrint ID: 268491
Date Deposited: 10 Feb 2010 10:47
Last Modified: 27 Mar 2014 20:15
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/268491

Actions (login required)

View Item View Item