Efficient Clustering Approach for Intrusion Detection in Ad Hoc Networks

K. Samad, E. Ahmed, W. Mahmood, K. Sharif, A. Chaudhry
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引用次数: 7

Abstract

Mobile ad-hoc networks (MANETs) are temporary wireless networks useful in emergency rescue services, battlefields operations, mobile conferencing and a variety of other useful applications. Due to dynamic nature and lack of centralized monitoring points, these networks are highly vulnerable to attacks. Intrusion detection systems (IDS) provide audit and monitoring capabilities that offer the local security to a node and help to perceive the specific trust level of other nodes. We take benefit of the clustering concept in MANETs for the effective communication between nodes, where each cluster involves a number of member nodes and is managed by a cluster-head. It can be taken as an advantage in these battery and memory constrained networks for the purpose of intrusion detection, by separating tasks for the head and member nodes, at the same time providing opportunity for launching collaborative detection approach. The clustering schemes are generally used for the routing purposes to enhance the route efficiency. However, the effect of change of a cluster tends to change the route; thus degrades the performance. This paper presents a low-overhead clustering algorithm for the benefit of detecting intrusion rather than efficient routing. It also discusses the intrusion detection techniques with the help of this simplified clustering scheme.
Ad Hoc网络中入侵检测的高效聚类方法
移动自组织网络(manet)是在紧急救援服务、战场行动、移动会议和各种其他有用应用中有用的临时无线网络。由于网络的动态性和缺乏集中监控点,这些网络极易受到攻击。入侵检测系统(IDS)提供审计和监视功能,为节点提供本地安全性,并帮助感知其他节点的特定信任级别。我们利用manet中的集群概念在节点之间进行有效通信,其中每个集群涉及许多成员节点并由集群头管理。在这些电池和内存受限的网络中,通过分离头节点和成员节点的任务,可以作为入侵检测的优势,同时为启动协同检测方法提供了机会。为了提高路由效率,通常采用聚类方案进行路由。然而,集群变化的影响倾向于改变路由;因此降低了性能。本文提出了一种低开销的聚类算法,有利于检测入侵而不是高效路由。讨论了利用这种简化的聚类方案进行入侵检测的技术。
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