Utility-Based Mechanism for Structural Self-Organization in Service-Oriented MAS

被引:6
|
作者
Del Val, Elena [1 ]
Rebollo, Miguel [1 ]
Vasirani, Mateo [2 ]
Fernandez, Alberto [3 ]
机构
[1] Univ Politecn Valencia, Valencia 46022, Spain
[2] Ecole Polytech Fed Lausanne, CH-1015 Lausanne, Switzerland
[3] Univ Rey Juan Carlos, Madrid 28933, Spain
关键词
Algorithms; Performance; Self-organization; service discovery; complex networks; dynamic networks; WEB SERVICES; PEER;
D O I
10.1145/2651423
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Structural relations established among agents influence the performance of decentralized service discovery process in multiagent systems. Moreover, distributed systems should be able to adapt their structural relations to changes in environmental conditions. In this article, we present a service-oriented multiagent systems, where agents initially self-organize their structural relations based on the similarity of their services. During the service discovery process, agents integrate a mechanism that facilitates the self-organization of their structural relations to adapt the structure of the system to the service demand. This mechanism facilitates the task of decentralized service discovery and improves its performance. Each agent has local knowledge about its direct neighbors and the queries received during discovery processes. With this information, an agent is able to analyze its structural relations and decide when it is more appropriate to modify its direct neighbors and select the most suitable acquaintances to replace them. The experimental evaluation shows how this self-organization mechanism improves the overall performance of the service discovery process in the system when the service demand changes.
引用
收藏
页数:24
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