A stochastic approach for packet dropping attacks detection in mobile Ad hoc networks

被引:23
|
作者
Rmayti, Mohammad [1 ]
Khatoun, Rida [2 ]
Begriche, Youcef [2 ]
Khoukhi, Lyes [1 ]
Gaiti, Dominique [1 ]
机构
[1] Univ Technol Troyes, ICD, HETIC, ERA,UMR 6281,CNRS, Troyes, France
[2] Telecom ParisTech, 46 Rue Barrault, F-75013 Paris, France
关键词
Packet dropping attacks; Intrusion detection; Bayesian classification; Fuzzy logic; Markov chain; INTRUSION DETECTION; MECHANISM; MODEL;
D O I
10.1016/j.comnet.2017.04.027
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A Mobile Ad hoc Network (MANET) is a dynamic network composed of mobile nodes that can communicate without relying on an existing infrastructure. In such decentralized environment, packet forwarding and other routing services are provided by network nodes cooperatively without any central administration. Most of existing Ad hoc routing protocols are based on the assumption that all network nodes are trustworthy. However, this assumption may be inconsistent when a malicious node decides to drop packets that are supposed to be forwarded in the aim of disrupting the routing services. Furthermore, the malicious node can change its behavior over time in order to appear as a legitimate node and still disrupting the network without being detected. To address this problem, we propose in this paper a fully decentralized mechanism that allows a node to monitor and detect neighbors that are malicious even if they have a changing behavior. Our mechanism is based on a Bernoulli Bayesian model for nodes' behavior classification and a Markov chain model for behavior evolution tracking. Performance analysis of numerical results obtained using NS2 simulations show an accurate detection of malicious nodes, which can be used to guarantee a reliable and secure packet forwarding among network nodes. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:53 / 64
页数:12
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