移动自组织网络中的路由异常检测

Bo Sun, Kui Wu, U. Pooch
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引用次数: 69

摘要

在实际部署移动自组网时,入侵检测系统(ids)是必不可少的。本文针对MANET路由协议的保护问题,提出了一种新的入侵检测代理模型,并利用基于马尔可夫链的异常检测算法构建本地检测引擎。给出了特征选择、数据采集、数据预处理、马尔可夫链构造、分类器构造和参数调优等细节。针对针对动态源路由协议(DSR)的路由中断攻击,研究了该算法在不同移动级别下的性能。仿真结果表明,该算法可以实现低误报率、高检测率和较小的MTFA(平均到第一次报警时间),特别是在迁移率较低的情况下。并对仿真结果进行了详细分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Routing anomaly detection in mobile ad hoc networks
Intrusion detection systems (IDSs) for mobile ad hoc networks (MANETs) are necessary when we deploy MANETs in reality. In this paper, focusing on the protection of MANET routing protocols, we present a new intrusion detection agent model and utilize a Markov chain based anomaly detection algorithm to construct the local detection engine. The details of feature selection, data collection, data preprocess, Markov chain construction, classifier construction and parameter tuning are provided. Based on the routing disruption attack aimed at the dynamic source routing protocol (DSR), we study the performance of the algorithm at different mobility levels. Simulation results show that our algorithm can achieve low false positive ratio, high detection ratio, and small MTFA (mean time to the first alarm), especially when the mobility is low. Detailed analysis of simulation results is also presented.
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