Node Attribute Behavior Based Intrusion Detection in Sensor Networks

Security is one of the important problem in wireless sensor networks. With limited energy resources and processing resources, this paper focus on node attribute behavior based anomaly detection system and deals only with attributes of layered sensor node. It introduces node attribute behavioral index. The detection uses genetic algorithm which evaluates the behavior of sensor node with node attributes and threshold technique have been used to detect abnormal behavior of sensor node based on behavioral index. The performance has been evaluated for MAC and network layer feature set of wireless nodes. Keyword- Node attributes, Anomaly detection, Genetic algorithm, Sensor networks.

[1]  D. P. Agrawal,et al.  Self-organized criticality and stochastic learning based intrusion detection system for wireless sensor networks , 2003, IEEE Military Communications Conference, 2003. MILCOM 2003..

[2]  Zubair A. Baig Pattern recognition for detecting distributed node exhaustion attacks in wireless sensor networks , 2011, Comput. Commun..

[3]  Darrell Whitley,et al.  A genetic algorithm tutorial , 1994, Statistics and Computing.

[4]  Dae-Wha Seo,et al.  Intrusion detection based on traffic analysis in wireless sensor networks , 2010, The 19th Annual Wireless and Optical Communications Conference (WOCC 2010).

[5]  VARUN CHANDOLA,et al.  Anomaly detection: A survey , 2009, CSUR.

[6]  Vashek Matyas,et al.  Neighbor-Based Intrusion Detection for Wireless Sensor Networks , 2010, 2010 6th International Conference on Wireless and Mobile Communications.

[7]  Miao Xie,et al.  Anomaly Detection in Wireless Sensor Networks , 2013 .

[8]  Marimuthu Palaniswami,et al.  Intrusion Detection for Routing Attacks in Sensor Networks , 2006, Int. J. Distributed Sens. Networks.

[9]  Yong Wang,et al.  A survey of security issues in wireless sensor networks , 2006, IEEE Communications Surveys & Tutorials.

[10]  Ali Miri,et al.  A real-time node-based traffic anomaly detection algorithm for wireless sensor networks , 2005, 2005 Systems Communications (ICW'05, ICHSN'05, ICMCS'05, SENET'05).

[11]  Y.A. Sekercioglu,et al.  Detecting Selective Forwarding Attacks in Wireless Sensor Networks using Support Vector Machines , 2007, 2007 3rd International Conference on Intelligent Sensors, Sensor Networks and Information.

[12]  Hsiao-Hwa Chen,et al.  Reduced Complexity Intrusion Detection in Sensor Networks Using Genetic Algorithm , 2009, 2009 IEEE International Conference on Communications.

[13]  Tassos Dimitriou,et al.  Intrusion Detection of Sinkhole Attacks in Wireless Sensor Networks , 2007, ALGOSENSORS.