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Information theoretic framework of trust modeling and evaluation for ad hoc networks

机译:Ad hoc网络信任建模与评估的信息理论框架。

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The performance of ad hoc networks depends on cooperation and trust among distributed nodes. To enhance security in ad hoc networks, it is important to evaluate trustworthiness of other nodes without centralized authorities. In this paper, we present an information theoretic framework to quantitatively measure trust and model trust propagation in ad hoc networks. In the proposed framework, trust is a measure of uncertainty with its value represented by entropy. We develop four Axioms that address the basic understanding of trust and the rules for trust propagation. Based on these axioms, we present two trust models: entropy-based model and probability-based model, which satisfy all the axioms. Techniques of trust establishment and trust update are presented to obtain trust values from observation. The proposed trust evaluation method and trust models are employed in ad hoc networks for secure ad hoc routing and malicious node detection. A distributed scheme is designed to acquire, maintain, and update trust records associated with the behaviors of nodes' forwarding packets and the behaviors of making recommendations about other nodes. Simulations show that the proposed trust evaluation system can significantly improve the network throughput as well as effectively detect malicious behaviors in ad hoc networks.
机译:自组织网络的性能取决于分布式节点之间的合作与信任。为了增强ad hoc网络中的安全性,评估没有集中权限的其他节点的可信度很重要。在本文中,我们提出了一个信息理论框架,用于定量测量自组织网络中的信任并建立信任传播模型。在提出的框架中,信任是不确定性的一种度量,其价值由熵表示。我们开发了四个公理,它们解决了对信任的基本理解和信任传播的规则。基于这些公理,我们提出了两个信任模型:满足所有公理的基于熵的模型和基于概率的模型。提出了信任建立和信任更新技术,以从观察中获得信任值。提议的信任评估方法和信任模型被用于ad hoc网络中,以实现安全的ad hoc路由和恶意节点检测。分布式方案旨在获取,维护和更新与节点的转发数据包的行为以及对其他节点提出建议的行为相关的信任记录。仿真结果表明,所提出的信任评估系统可以显着提高网络吞吐量,并有效地检测自组织网络中的恶意行为。

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