DocumentCode :
2694142
Title :
An experimental study of the emergent behaviors of self-organized agent communities
Author :
Wang, Shufeng ; Zhu, Hong
Author_Institution :
Nat. Lab. for Parallel & Distributed Process., Changsha
fYear :
2007
fDate :
25-28 Sept. 2007
Firstpage :
3239
Lastpage :
3246
Abstract :
Emergent behavior is an essential feature in multi-agent systems and plays a significant role in the applications of agent technology. Because of the huge gap between individual agents´ behaviors and those of the whole system, specifying and reasoning about emergent behaviors are notoriously difficult. Simulation has been the essential method to study emergent behaviors in multi-agent systems. In this paper, we report an experimental study of the emergent behaviors of self-organized agent communities, in which emergent behaviors play a crucial role. The experiments confirmed the results of a theoretical analysis of agent communities using a formal theory called scenario calculus. It further provided insight into the dynamic features of the system that were very difficult to obtain by using formal logic, such as the speed of convergence to the emergent states and the relationships between the convergence time and various parameters of self-organized agent communities systems.
Keywords :
formal logic; multi-agent systems; emergent behavior; formal logic; multi-agent systems; scenario calculus; self-organized agent communities; Evolutionary computation; Agent communities; Convergence; Emergent behavior; Reachability; Simulation; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1339-3
Electronic_ISBN :
978-1-4244-1340-9
Type :
conf
DOI :
10.1109/CEC.2007.4424887
Filename :
4424887
Link To Document :
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