DocumentCode :
2863626
Title :
Competition, cooperation and collective behaviour: resource utilization in non-stationary environments
Author :
Kirley, Michael
Author_Institution :
Dept. of Comput. Sci. & Software Eng., Melbourne Univ., Parkville, Vic., Australia
fYear :
2005
fDate :
19-22 Sept. 2005
Firstpage :
572
Lastpage :
578
Abstract :
In this study, we investigate the underlying population dynamics when a group of agents compete for a finite, non-stationary resource. Based on a hybridized binary choice resource allocation game, at each time step individual agents make a decision whether to access the resource based on their own adaptive strategy and the aggregate history of previous resource utilization data. Agents, who are able to correctly identify the balance between supply and demand at the current time-step, are rewarded. However, agents who make an incorrect decision are penalized. Extensive numerical simulations show that the transient and long-run aggregate properties of the systems are dependent upon the rate of change of the resource availability as well as the heterogeneous decision making strategies adopted by the agent population.
Keywords :
decision making; game theory; multi-agent systems; resource allocation; aggregate properties; binary choice resource allocation game; heterogeneous decision making strategies; nonstationary environments; numerical simulations; population dynamics; resource utilization; Adaptive systems; Aggregates; Decision making; Game theory; History; Intelligent agent; Resource management; Sensor arrays; Telecommunication traffic; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Agent Technology, IEEE/WIC/ACM International Conference on
Print_ISBN :
0-7695-2416-8
Type :
conf
DOI :
10.1109/IAT.2005.55
Filename :
1565605
Link To Document :
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