A Bayesian network based trust model for improving collaboration in mobile ad hoc networks

Chung-Tien Nguyen, O. Camp, S. Loiseau
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引用次数: 41

Abstract

Functioning as fully decentralised distributed systems, without the need of predefined infrastructures, mobile ad hoc networks provide interesting solutions when setting up dynamic and flexible applications. However, these systems also bring up some problems. In such open environments, it is difficult to discover among the nodes, which are malicious and which are not, in order to be able to choose good partners for cooperation. One solution for this to be possible, is for the entities to be able to evaluate the trust they have in each other and, based on this trust, determine which entities they can cooperate with. In this paper, we present a trust model adapted to ad hoc networks and, more generally, to distributed systems. This model is based on Bayesian networks, a probabilistic tool which provides a flexible means of dealing with probabilistic problems involving causality. The model evaluates the trust in a server according, both, to direct experiences with the server and recommendations concerning its service. We show, through a simulation, that the proposed model can determine the best server out of a set of eligible servers offering a given service. Such a trust model, when applied to ad hoc networks, tends to increase the QoS of the various services used by a host. This, when applied to security related services thus increases the overall security of the hosts.
基于贝叶斯网络的移动自组网信任模型
作为完全分散的分布式系统,不需要预定义的基础设施,移动自组织网络在设置动态和灵活的应用程序时提供了有趣的解决方案。然而,这些系统也带来了一些问题。在这样开放的环境中,很难发现节点之间哪些是恶意的,哪些不是,以便能够选择好的合作伙伴进行合作。实现这一点的一个解决方案是,实体能够评估它们彼此之间的信任,并基于这种信任,确定它们可以与哪些实体合作。在本文中,我们提出了一个适用于自组织网络的信任模型,更广泛地说,适用于分布式系统。该模型基于贝叶斯网络,这是一种概率工具,它提供了一种灵活的方法来处理涉及因果关系的概率问题。该模型根据服务器的直接经验和有关其服务的建议来评估对服务器的信任。我们通过模拟证明,所提出的模型可以从提供给定服务的一组合格服务器中确定最佳服务器。这种信任模型在应用于自组织网络时,往往会增加主机使用的各种服务的QoS。当应用于与安全相关的服务时,这样可以提高主机的整体安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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