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Detecting Unknown Attacks in Wireless Sensor Networks That Contain Mobile Nodes
Departamento de Ingeniería Electrónica, ETSI Telecomunicación, Universidad Politécnica de Madrid, Av. Complutense, 30, 28040 Madrid, Spain
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Received: 10 June 2012; in revised form: 28 July 2012 / Accepted: 31 July 2012 / Published: 7 August 2012
Abstract: As wireless sensor networks are usually deployed in unattended areas, security policies cannot be updated in a timely fashion upon identification of new attacks. This gives enough time for attackers to cause significant damage. Thus, it is of great importance to provide protection from unknown attacks. However, existing solutions are mostly concentrated on known attacks. On the other hand, mobility can make the sensor network more resilient to failures, reactive to events, and able to support disparate missions with a common set of sensors, yet the problem of security becomes more complicated. In order to address the issue of security in networks with mobile nodes, we propose a machine learning solution for anomaly detection along with the feature extraction process that tries to detect temporal and spatial inconsistencies in the sequences of sensed values and the routing paths used to forward these values to the base station. We also propose a special way to treat mobile nodes, which is the main novelty of this work. The data produced in the presence of an attacker are treated as outliers, and detected using clustering techniques. These techniques are further coupled with a reputation system, in this way isolating compromised nodes in timely fashion. The proposal exhibits good performances at detecting and confining previously unseen attacks, including the cases when mobile nodes are compromised.
Keywords: wireless sensor networks; mobility; unknown attacks; clustering algorithms; reputation systems
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MDPI and ACS Style
Banković, Z.; Fraga, D.; Moya, J.M.; Vallejo, J.C. Detecting Unknown Attacks in Wireless Sensor Networks That Contain Mobile Nodes. Sensors 2012, 12, 10834-10850.
Banković Z, Fraga D, Moya JM, Vallejo JC. Detecting Unknown Attacks in Wireless Sensor Networks That Contain Mobile Nodes. Sensors. 2012; 12(8):10834-10850.
Banković, Zorana; Fraga, David; Moya, José M.; Vallejo, Juan Carlos. 2012. "Detecting Unknown Attacks in Wireless Sensor Networks That Contain Mobile Nodes." Sensors 12, no. 8: 10834-10850.