Title :
Routing anomaly detection in mobile ad hoc networks
Author :
Sun, Bo ; Wu, Kui ; Pooch, Udo W.
Author_Institution :
Dept. of Comput. Sci., Texas A&M Univ., College Station, TX, USA
Abstract :
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.
Keywords :
Markov processes; ad hoc networks; alarm systems; mobile radio; routing protocols; safety systems; telecommunication security; Markov chain construction; classifier construction; data collection; data preprocess; detection ratio; dynamic source routing protocol; false positive ratio; feature selection; intrusion detection agent model; intrusion detection system; local detection engine construction; mean time first alarm; mobile ad hoc network; mobility level; parameter tuning; routing anomaly detection; routing disruption attack; routing protocol; Communication system security; Computer science; Detection algorithms; Engines; Intelligent networks; Intrusion detection; Mobile ad hoc networks; Protection; Routing protocols; Sun;
Conference_Titel :
Computer Communications and Networks, 2003. ICCCN 2003. Proceedings. The 12th International Conference on
Print_ISBN :
0-7803-7945-4
DOI :
10.1109/ICCCN.2003.1284145