International Journal of Modern Education and Computer Science (IJMECS)

ISSN: 2075-0161 (Print), ISSN: 2075-017X (Online)

Published By: MECS Press

IJMECS Vol.8, No.7, Jul. 2016

Machine Learning Cross Layer Technique to Detect Sink Hole Attacks in MANET

Full Text (PDF, 295KB), PP.61-67

Views:128   Downloads:1


G.Usha, K.Mahalakshmi

Index Terms

AODV (Adhoc on demand distance vector routing);Cross Layer Security; Mobile adhoc networks;Security


Adhoc networks uses mobile nodes to communicate among itself in which it does not have any fixed infrastructure like access point or base station. Due to dynamic network topology MANET security is a challenging task. Most of the routing protocols in MANET assumes a cooperative environment for communication. But, in the presence of malicious nodes, providing security to MANET is critical issue. Due to the increasing applications of MANET building an effective intrusion detection system are essential. This paper addresses using an intelligent approach for intrusion detection in MANET using cross layer technique. We show an paradigm of SVMs, FDAs and AIS approaches for intrusion detection in terms of classification accuracy. 

Cite This Paper

G.Usha, K.Mahalakshmi,"Machine Learning Cross Layer Technique to Detect Sink Hole Attacks in MANET", International Journal of Modern Education and Computer Science(IJMECS), Vol.8, No.7, pp.61-67, 2016.DOI: 10.5815/ijmecs.2016.07.07


[1]Bing Wu, Jianmin Chen, Jie Wu, Mihaela Cardei,"A Survey on Attacks and Countermeasures in Mobile Ad Hoc Net-works",Wireless/Mobile network Security,2006 Springer.

[2]Nikola Milanovic,Miroslaw Malek,Anthony Davidson,Veljko Milutinovic,"Routing and Security in Mobile Ad Hoc Net-works", Published by the IEEE Computer Society,2004 .

[3]H. Yang, H. Luo, F. Ye, S. Lu, and L. Zhang, Security in Mobile Ad Hoc Networks: Challenges and Solutions. IEEE Wireless Communications, pp. 38-47, 2004.

[4]C. Perkins, Ad Hoc Networks, Addison-Wesley, 2001.

[5]Kimaya Sanzgiri, Bridget Dahilly,"A Secure Routing Protocol for Ad Hoc Networks", IEEE International Conference on Network Protocols (ICNP'02), Page(s): 78 - 87, 2002.

[6]JamesParker, JeffreyUndercoffer, John inkston, Anupam Joshi,"On intrusion detection and response for mobile adhoc networks", IEEE International Conference on Performance, Computing and Communications, Page(s):747-752, 2004.

[7]Husain. Shahnawaz, Dr.S.C.Gupta, Chand.Mukesh, Dr. H.L.Mandoria,"A Proposed Model for Intrusion Detection System for Mobile Adhoc Network", IEEE conf on Computer & Communication Technology (ICCCT'10), Page(s): 99 - 102, 2010.

[8]Christoforos Panos, Christos Xenakis and Ioannis Stavraka-kis,"A novel intrusion detection system for manets", Springer .page(s).125-145, 2004

[9]Vijay T.Rasinghani,Sridhar Iyer,"Cross-layer design optimizations in wireless protocol stacks",SCienceDirect,Volume 27,Issue 8,Page(s):720-224,2003

[10]P. Ning and K. Sun, "How to misuse AODV: A case study of insider attacks against mobile ad-hoc routing protocols," in Proc. 4th Annu. IEEEInf. Assurance Workshop, Page(s):60-67, 2003.

[11]Imad Aad, Jean-Pierre Hubaux, Edward W. Knightly, "Im-pact of Denial of Service Attacks on Ad Hoc Networks", IEEE/ACM transactions on networking, Vol.16, no.4, 2008.

[12]Adnan Nadeem,Michael Howarth,"A Generalized Intrusion Detection & Prevention Mechanism for Securing MA-NETs",IEEE Proceedings on Ultra Modern Telecommunications & Workshops(ICUMT'09),Page(s): 1- 6 ,2009.

[13]Hidehisa Nakayama,Satoshi Kurosawa,Abbas Jamali-pour,Yoshiaki Nemoto,and Nei Kato,"A Dynamic Anomaly Detection Scheme for AODV-Based Mobile Ad Hoc Net-works",IEEE transactions on vehicular technology,vol.58,No.5, Page(s): 2471- 2481,2009.

[14]Haitao Liu; Rajiv Gupta,"Temporal Analysis of Routing Activity for Anomaly Detection in Ad hoc Networks", IEEE International Conference on Mobile Adhoc and Sensor Systems (MASS), 2006, Page(s): 505 - 508, 2006.

[15]S.Madhavi,"An Intrusion detection system in mobile adhoc networks"IEEE International Conference on Information Security and Assurance, 2008.

[16]P.Michiardi and R. Molva, "Core: A collaborative reputation mechanism to enforce node cooperation in mobile ad hoc networks," in Proceedings of the IFIP TC6/TC11 Sixth Joint Working Conference on Communication and Multimedia, Page(s): 107–121, 2002

[17]R. Rao and G. Kesidis, "Detecting malicious packet dropping using statistically regular traffic patterns in multihop wireless networks that are not bandwidth limited," in GLOBECOM 2003 - IEEE Global Telecommunications Conference,vol. 22, no. 1, Dec 2003,Page(s): 2957 – 2961.

[18]Sampathkumar Veeraraghavan', S. Bose, K. Anand and A. Kannan,"An Intelligent Agent Based Approach for Intrusion Detection and Prevention in Adhoc Networks", IEEE International conference on ICSCN 2007, Page(s):534-536, 2007.

[19]O. Kachirski and R. Guha, "Effective Intrusion Detection Using Multiple Sensors in Wireless Ad Hoc Networks," in HICSS '03: Proceedings of the 36th Annual Hawaii International Conference on System Sciences (HICSS'03) - Track 2. Washington, DC, USA: IEEE Computer Society, 2003.

[20]A. Silva, M. Martins, B. Rocha, A. Loureiro, L. Ruiz, and H.Wong, "Decentralized Intrusion Detection in Wireless Sensor Networks," in Proceedings of Intl.

[21]Workshop on Quality of Service and Security in Wireless and Mobile Networks, Page(s): 16–23, 2005.

[22]Hidehisa Nakayama,Satoshi Kurosawa,Yoshiaki Nemoto and Nei Kato, "A Dynamic Anomaly Detection Scheme for AODV-Based Mobile Ad Hoc Networks",IEEE Transaction on vehicular technology,Vol.58,No.5,June 2009.

[23]Jon Inouye, Jim Binkley, and Jonathan Walpole. "Dynamic Network Reconfiguration Support for Mobile Computers", In ACM/IEEE International Conference on Mobile Computing and Networking (MobiCom), Budapest, Hungary, September 26 – 30, 1997.

[24]Gang Wu, Yong Bai, Jie Lai, and A. Ogielski., Interactions between TCP and RLP in Wireless Interne". In IEEE GLOBECOM, volume 1B, pages 661–666, Rio de Janeiro, Brazil, December 1999. 

[25]P. Sudame and B. R. Badrinath. On Providing Support for Protocol Adaptation in Mobile Networks.ACM/Kluwer special issue on wireless internet and intranet access. Published in Journal of Mobile Networks and Applications, Page(s):43–55, 2001.

[26]Conti, M.; Maselli, G.; Turi, G.; Giordano, S.Cross-layering in mobile ad hoc network design, Computer Volume: 37, Issue: 2, Digital Object Identifier 10.1109/MC.2004.1266295,Publication Year: 2004, Pages: 48 – 51 cited by: 39 IEEE/ACM Journals Computer Achieve.

[27]Thamilarasu, G., et al. A cross-layer based intrusion detection approach for wireless ad hoc networks. in Mobile Adhoc and Sensor Systems Conference, 2005. IEEE International Conference on. 2005.

[28]Liu, Y., Y. Li, and H. Man. Short Paper: A distributed Cross-Layer Intrusion Detection System for Ad Hoc Networks. in Security and Privacy for Emerging Areas in Communications Networks, 2005. 

[29]Patel, M, Sharma, S ,"Detection of Malicious Attack in MANET a Behavioural Approach", Proc. IEEE third International conference on Advance Computing, pp.388-393,2013. 

[30]Indirani, and K. Selvakumar, "A swarm-based efficient distributed intrusion detection system for mobile ad hoc networks (MANET)",International Journal of Parallel, Emergent and Distributed Systems, Vol. 29,no.1,pp.90-103, Apr 2014.