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
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