Title :
Distributed Control of Emergence: Local and Global Anti-Component Strategies in Particle Swarms and Ant Colonies
Author :
Brintrup, Alexandra ; Gong, Tao ; Ligtvoet, Andreas ; Davis, Chris ; van Willigen, Willem ; Robinson, Edward
Author_Institution :
Dept. of Eng., Univ. of Cambridge, Cambridge, UK
Abstract :
Although emergent systems have presented us with powerful modeling and optimization mechanisms, often measures of control are necessary to prevent unwanted emergence. In cases where messaging has to be kept to a minimum, central control approaches are not always favorable or feasible; while distributed control approaches could provide an alternative. In this paper, we present a new distributed control strategy: "lying agents\´\´, whose functionality can be switched on to distract other agents from harmful behavior. We implement this strategy in the particle swarm and the ant colony optimization algorithms to study the problem of the tragedy of commons. The simulation results show that the distributed control strategy is powerful in achieving trade-off behaviors, although dependant on various factors in different algorithms, such as lying locations, liars\´ pheromone strength or the number of liars. The strategy can be used in many applications, some of which are given throughout the paper.
Keywords :
distributed control; emergent phenomena; multi-agent systems; particle swarm optimisation; ant colony optimization; distributed control; emergent system; global anticomponent strategy; local anticomponent strategy; lying agents; particle swarm optimization; Ant colony optimization; Centralized control; Conference management; Distributed control; Energy management; Gas industry; Particle swarm optimization; Power system modeling; Switches; Testing;
Conference_Titel :
Self-Adaptive and Self-Organizing Systems, 2009. SASO '09. Third IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4244-4890-6
Electronic_ISBN :
978-0-7695-3794-8
DOI :
10.1109/SASO.2009.6