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Real-time jamming DoS detection in safety-critical V2V C-ITS using data mining
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS), Centre for Research on Embedded Systems (CERES).ORCID iD: 0000-0003-1460-2988
Department of Computer Science, Electrical and Space Engineering, Computer Science, Luleå University of Technology, Luleå, Sweden.ORCID iD: 0000-0002-6032-6155
Center of Automotive Research on Integrated Safety Systems and Measurement Area (CARISSMA), Ingolstadt, Germany.
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS), Centre for Research on Embedded Systems (CERES).ORCID iD: 0000-0003-4894-4134
2019 (English)In: IEEE Communications Letters, ISSN 1089-7798, E-ISSN 1558-2558, Vol. 23, no 3, p. 442-445Article in journal (Refereed) Published
Abstract [en]

A data mining-based method for real-time detection of radio jamming Denial-of-Service (DoS) attacks in IEEE 802.11p vehicle-to-vehicle (V2V) communications is proposed. The method aims at understanding the reasons for losses of periodic cooperative awareness messages (CAM) exchanged by vehicles in a platoon. Detection relies on a knowledge of IEEE 802.11p protocols rules as well as on historical observation of events in the V2V channel. In comparison to the state-of-the-art method, the proposed method allows operating under the realistic assumption of random jitter accompanying every CAM transmission. The method is evaluated for two jamming models: random and ON-OFF. 

Place, publisher, year, edition, pages
Piscataway, NJ: IEEE, 2019. Vol. 23, no 3, p. 442-445
Keywords [en]
C-ITS, VANET, jamming, Denial-of-Service attack, security, platooning, data mining
National Category
Communication Systems Telecommunications
Identifiers
URN: urn:nbn:se:hh:diva-38762DOI: 10.1109/LCOMM.2019.2894767ISI: 000461240300014Scopus ID: 2-s2.0-85062972118OAI: oai:DiVA.org:hh-38762DiVA, id: diva2:1279325
Available from: 2019-01-16 Created: 2019-01-16 Last updated: 2022-12-07Bibliographically approved
In thesis
1. Performance evaluation of safety critical ITS-G5 V2V communications for cooperative driving applications
Open this publication in new window or tab >>Performance evaluation of safety critical ITS-G5 V2V communications for cooperative driving applications
2019 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Intelligent Transport Systems (ITS) are aiming to provide innovative services related to different modes of transport and traffic management, and enable various users to be better informed and make safer, more coordinated and smarter use of transport networks. Cooperative-ITS (C-ITS) support connectivity between vehicles, vehicles and roadside infrastructure, traffic signals as well as with other road users. In order to enable vehicular communications European Telecommunication Standards Institute (ETSI) delivered ITS-G5 -- a of set of C-ITS standards. Considering the goals of C-ITS, inter-vehicle communications should be reliable and efficient.

The subject of this thesis is evaluation of the performance, efficiency, and dependability of ITS-G5 communications for cooperative driving applications support. This thesis includes eight scientific papers and extends the research area in three directions: evaluation of the performance of ITS-G5 beaconing protocols; studying the performance of ITS-G5 congestion control mechanisms; and studying the radio jamming Denial-of-Service (DoS) attacks and their detection methods.

First, an overview of currently available and ongoing standardization targeting communications in C-ACC/platooning cooperative driving applications is provided. Then, as part of the first research direction, we demonstrate via a number of studies, that the adaptive beaconing approach where message generation is coupled to the speed variation of the originating ITS-s may lead to a message synchronization effect in the time domain when vehicles follow mobility scenarios that involve cooperative speed variation. We explain in detail the cause of this phenomenon and test it for a wide range of parameters. In relation to the second problem, we, first, study the influence of different available ITS-G5 legitimate setups on the C-ACC/platooning fuel efficiency and demonstrate that proper communication setup may enhance fuel savings. Then we thoroughly study the standardization of the congestion control mechanism for ITS-G5, which will affect the operation of all cooperative driving C-ITS applications as a mandatory component. We study the influence of congestion control on application performance and give recommendations for improvement to make the congestion control to target at optimizing the applications performance metrics. In the scope of the last research direction, we propose two real-time jamming DoS detection methods. The main advantage of our detection techniques is their short learning phase that not exceed a few seconds and low detection delay of a few hundreds of milliseconds. Under some assumptions, the proposed algorithms demonstrates the ability to detect certain types of attacks with high detection probability.

Place, publisher, year, edition, pages
Halmstad: Halmstad University Press, 2019. p. 186
Series
Halmstad University Dissertations ; 53
Keywords
C-ITS, VANET, ITS-G5, IEEE 802.11p, ETSI, platooning, C-ACC, jamming Denial-of-Service attack, congestion control, cooperative awareness, security in C-ITS
National Category
Communication Systems Telecommunications
Identifiers
urn:nbn:se:hh:diva-38763 (URN)978-91-88749-15-4 (ISBN)978-91-88749-14-7 (ISBN)
Public defence
2019-01-30, Wigforssalen, Visionen, Kristian IV:s väg 3, Halmstad, 10:15 (English)
Opponent
Supervisors
Available from: 2019-01-17 Created: 2019-01-16 Last updated: 2019-01-17Bibliographically approved

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