Security and Trust for Wireless Autonomic Networks

J. Baras
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引用次数: 13

Abstract

We analyze and solve various problems of security, information assurance and trust in dynamic wireless networks. These include detection and defense against attacks, detection of propagating viruses, evaluation of intrusion systems, attacks at the physical, MAC and routing protocols, trust establishment-dynamicsmanagement. We demonstrate persistently that systems and control models and methodologies provide new and powerful techniques to analyze these problems. We describe the use of distributed change detection methods and algorithms for intrusion detection and the use of non-cooperative games for the detection and defense against attacks at all layers. We demonstrate how Bayesian decision theory can be used to evaluate intrusion detection systems and we resolve some key problems in this area. We use game theoretic methods again to develop robust protocols against attacks, including Byzantine ones. We provide an in-depth investigation of trust establishment and computation in such networks. We describe various methods for distributed trust evaluation and the associated trust (and mistrust) ‘spreading’ dynamics. We investigate rules and policies that establish ‘trust-connected’ networks using only local interactions, and find the parameters (e.g. topology type) that speed up or slow down this transition. We describe and explain the phase transition phenomena that we have found in these evolutions. We model the interactions among agents as cooperative games and show that trust can encourage agents to collaborate. This leads us to a fundamental analytical technique, constrained coalitional games, that can be used to evaluate tradeoffs in collaborative networks in various areas: communications, sensors, economics, sociology, biology. We also describe a model for trust evaluation that uses pairwise iterated graph games between the agents to create a ‘trust reputation’ with evolution coupled to the game dynamics. Finally we present a new modeling framework for trust metric evaluation as linear iterations over ordered semirings. This allows us to formulate problems of resilience of trust metrics and trust evaluation to attacks.
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无线自治网络的安全与信任
分析和解决动态无线网络中的各种安全、信息保障和信任问题。这些包括对攻击的检测和防御,对传播病毒的检测,入侵系统的评估,对物理,MAC和路由协议的攻击,信任建立-动态管理。我们不断地证明,系统、控制模型和方法为分析这些问题提供了新的、强大的技术。我们描述了在入侵检测中使用分布式变化检测方法和算法,以及在所有层中使用非合作博弈来检测和防御攻击。我们演示了如何使用贝叶斯决策理论来评估入侵检测系统,并解决了该领域的一些关键问题。我们再次使用博弈论方法来开发健壮的攻击协议,包括拜占庭攻击。我们对这种网络中的信任建立和计算进行了深入的研究。我们描述了分布式信任评估的各种方法以及相关的信任(和不信任)“传播”动态。我们研究了仅使用本地交互建立“信任连接”网络的规则和策略,并找到加速或减缓这种转换的参数(例如拓扑类型)。我们描述和解释我们在这些演化中发现的相变现象。我们将代理之间的互动建模为合作博弈,并表明信任可以鼓励代理进行合作。这将我们引向一种基本的分析技术,即约束联盟博弈,它可以用于评估各个领域的协作网络中的权衡:通信、传感器、经济学、社会学、生物学。我们还描述了一个信任评估模型,该模型使用代理之间的成对迭代图游戏来创建具有进化与游戏动态耦合的“信任声誉”。最后,我们提出了一种新的基于有序半环上线性迭代的信任度量评估建模框架。这使我们能够制定信任度量和信任评估对攻击的弹性问题。
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