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A composite self-organisation mechanism in an agent network

Citation

Ye, D and Zhang, M and Bai, Q, A composite self-organisation mechanism in an agent network, Proceedings of the 12th International Conference on Web Information Systems Engineering (WISE 2011). Lecture Notes in Computer Science, volume 6997, 13-14 October 2011, Sydney, Australia, pp. 249-256. ISBN 978-3-642-24433-9 (2011) [Refereed Conference Paper]


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Copyright Statement

Copyright 2011

DOI: doi:10.1007/978-3-642-24434-6_19

Abstract

Self-organisation provides a suitable paradigm for developing autonomic web-based applications, e.g., e-commerce. Towards this end, in this paper, a composite self-organisation mechanism in an agent network is proposed. Based on self-organisation principles, this mechanism enables agents to dynamically adapt relations with other agents, i.e., change the underlying network structure, to achieve efficient task allocation. The proposed mechanism integrates a trust model to assist agents in reasoning with whom to adapt relations and employs a multi-agent Q-learning algorithm for agents to learn how to adapt relations. Moreover, in this mechanism, it is considered that the agents are connected by weighted relations, instead of crisp relations.

Item Details

Item Type:Refereed Conference Paper
Keywords:trust model, task allocation, candidate selection, agent network, intermediate agent
Research Division:Information and Computing Sciences
Research Group:Artificial intelligence
Research Field:Intelligent robotics
Objective Division:Information and Communication Services
Objective Group:Information systems, technologies and services
Objective Field:Application software packages
UTAS Author:Bai, Q (Dr Quan Bai)
ID Code:140693
Year Published:2011
Deposited By:Information and Communication Technology
Deposited On:2020-09-01
Last Modified:2020-11-09
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