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A security framework to cope with node misbehaviors in mobile ad hoc networks.

机译:一种安全框架,用于应对移动自组织网络中的节点不当行为。

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摘要

A Mobile Ad-hoc NETwork (MANET) has no fixed infrastructure, and is generally composed of a dynamic set of cooperative peers. These peers share their wireless transmission power with other peers so that indirect communication can be possible between nodes that are not in the radio range of each other . The nature of MANETs, such as node mobility, unreliable transmission medium and restricted battery power, makes them extremely vulnerable to a variety of node misbehaviors. Wireless links, for instance, are generally prone to both passive eavesdropping and active intrusion. Another security concern in ad hoc networks is caused by the cooperative nature of the nodes. Attacks from external adversaries may disturb communications, but the external intruder generally cannot directly participate in the cooperative activities among the nodes because they do not possess the proper secure credentials, such as shared keys. However, compromised nodes, which are taken over by an adversary, are capable of presenting the proper secure credentials, and consequently can interfere with almost all of the network operations, including route discovery, key management and distribution, and packet forwarding. Hence, it is essential to cope with node misbehaviors so as to secure mobile ad hoc networks.;In this dissertation, we address the question of how to ensure that a MANET will properly operate despite the presence of various node misbehaviors by building a holistic framework that can cope with various node misbehaviors in an intelligent and adaptive manner. The main purpose of this framework is to provide a platform so that the components that identify and respond to misbehaviors can better cooperate with each other and quickly adapt to the changes of network context. Therefore, policies are utilized in our framework in order to make those components correctly function in different network contexts. Besides the policy component, there are three other components, which fulfill the tasks of misbehavior detection, trust management, and context awareness, respectively. To validate and evaluate our proposed framework, we implement our framework based on a simulator.;The specific contributions of this dissertation are: (i) Develop a framework to combine the functionalities of surveillance and detection of misbehavior, trust management, context awareness, and policy management to provide a high-level solution to cope with various misbehaviors in MANETs in an intelligent and adaptive manner; (ii) Utilize the outlier detection technique as well as the Support Vector Machine (SVM) algorithm to detect node misbehaviors, and both techniques do not require a pre-defined fix threshold for misbehavior detection; (iii) Trust is modeled in a vector instead of a single scalar so that it can reflect the trustworthiness of a node in a more accurate manner; (iv) Sense and record various contextual information, such as network status (channel busy/idle, etc.), node status (transmission buffer full/empty, battery full/low, etc.) and environmental factors (altitude, velocity, temperature, weather condition, etc.), so that we can distinguish truly malicious behaviors from faulty behaviors and also more accurately evaluate nodes' trust; (v) Specify and enforce policies in the proposed framework, which makes the framework promptly adapt to the rapidly changing network context.
机译:移动自组织网络(MANET)没有固定的基础结构,通常由一组动态的协作对等体组成。这些对等方与其他对等方共享其无线传输功率,因此可以在彼此之间不在无线电范围内的节点之间进行间接通信。 MANET的性质,例如节点移动性,不可靠的传输介质和受限制的电池电量,使它们极易受到各种节点行为的影响。例如,无线链路通常容易受到被动监听和主动入侵。 ad hoc网络中的另一个安全问题是由节点的协作性质引起的。来自外部对手的攻击可能会干扰通信,但是外部入侵者通常无法直接参与节点之间的协作活动,因为它们没有适当的安全凭证(例如共享密钥)。但是,由对手接管的受损节点能够提供适当的安全凭据,因此可能会干扰几乎所有网络操作,包括路由发现,密钥管理和分发以及数据包转发。因此,必须应对节点不当行为以确保移动自组网的安全。本文通过建立一个整体框架,解决了如何在存在各种节点不当行为的情况下确保MANET正常运行的问题。可以以智能和自适应的方式应对各种节点的不良行为。该框架的主要目的是提供一个平台,使识别并响应不良行为的组件可以更好地相互协作,并快速适应网络环境的变化。因此,在我们的框架中使用了策略,以使这些组件在不同的网络环境中正确运行。除了策略组件之外,还有其他三个组件,分别完成了不良行为检测,信任管理和上下文感知的任务。为了验证和评估我们提出的框架,我们基于模拟器来实现我们的框架。本论文的具体贡献是:(i)开发一个框架,以结合监视和检测不良行为,信任管理,上下文感知和策略管理,以智能和自适应的方式提供高级解决方案,以应对MANET中的各种不良行为; (ii)利用异常值检测技术和支持向量机(SVM)算法来检测节点行为异常,并且这两种技术都不需要预先定义的固定阈值来进行行为异常检测; (iii)信任是在向量中建模的,而不是在单个标量中建模的,因此它可以更准确地反映节点的信任度; (iv)感知并记录各种上下文信息,例如网络状态(信道忙/闲等),节点状态(传输缓冲区已满/空,电池已满/低等)和环境因素(海拔,速度,温度) ,天气状况等),以便我们可以区分真正的恶意行为与错误行为,还可以更准确地评估节点的信任度; (v)在提议的框架中指定和执行策略,这使框架迅速适应迅速变化的网络环境。

著录项

  • 作者

    Li, Wenjia.;

  • 作者单位

    University of Maryland, Baltimore County.;

  • 授予单位 University of Maryland, Baltimore County.;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 193 p.
  • 总页数 193
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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