nach oben

Erschienen in:

2015 | OriginalPaper | Buchkapitel

A Statistical-Based Anomaly Detection Method for Connected Cars in Internet of Things Environment

verfasst von : Mee Lan Han, Jin Lee, Ah Reum Kang, Sungwook Kang, Jung Kyu Park, Huy Kang Kim

Erschienen in: Internet of Vehicles - Safe and Intelligent Mobility

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

A connected car is the most successful thing in the era of Internet of Things (IoT). The connections between vehicles and networks grow and provide more convenience to users. However, vehicles become exposed to malicious attacks from outside. Therefore, a connected car now needs strong safeguard to protect malicious attacks that can cause security and safety problems at the same time. In this paper, we proposed a method to detect the anomalous status of vehicles. We extracted the in-vehicle traffic data from the well-known commercial car and performed the one-way ANOVA test. As a result, our statistical-based detection method can distinguish the abnormal status of the connected cars in IoT environment.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel A Novel Data Sharing Mechanism via Cloud-Based Dynamic Audit for Social Internet of Vehicles

Nächstes Kapitel Target Localization and Navigation with Directed Radio Sensing in Wireless Sensor Networks

http://www.carbigs.com.

Engine-related = Intake air pressure (kPa) \(+\) Calculated load value (%) \(+\) Engine torque \(+\) Accelerator position (%) \(+\) Flywheel torque (Nm) \(+\) Fuel consumption (mcc).

Seo, S.H., Lee, S.W., Hwang, S.H., Jeon, J.W.: Development of network gateway between CAN and FlexRay protocols for ECU embedded systems. In: International Joint Conference SICE-ICASE, pp. 2256–2261. IEEE (2006)

Kleberger, P., Olovsson, T., Jonsson, E.: Security aspects of the in-vehicle network in the connected car. In: 2011 IEEE Intelligent Vehicles Symposium (IV), pp. 528–533. IEEE (2011)

Koscher, K., Czeskis, A., Roesner, F., Patel, S., Kohno, T., Checkoway, S., McCoy, D., Kantor, B., Anderson, D., Shacham, H., Savage, S.: Experimental security analysis of a modern automobile. In: IEEE Symposium on Security and Privacy (SP), pp. 447–462. IEEE (2010)

Checkoway, S., McCoy, D., Kantor, B., Anderson, D., Shacham, H., Savage, S., Koscher, K., Czeskis, A., Roesner, F., Patel, S., Kohno, T.: Comprehensive experimental analyses of automotive attack surfaces. In: USENIX Security Symposium (2011)

Kolios, P., Panayiotou, C., Ellinas, G.: ExTraCT: expediting offloading transfers through intervehicle communication transmissions. IEEE Trans. Intell. Transp. Syst. 16, 1238–1248 (2014)CrossRef

Henniger, O., Ruddle, A., Seudi, H., Weyl, B., Wolf, M., Wollinger, T.: Securing vehicular on-board IT systems: The EVITA project. In: VDI/VW Automotive Security Conference (2009)

Car-hacking: Remote access and other security issues - Computerworld (2012)

Hack the diagnostics connector, steal yourself a BMW in 3 minutes - Extreme Tech (2012)

Miller, C., Valasek, C.: Adventures in automotive networks and control units. In: DEF CON 21 Hacking Conference. Las Vegas, NV: DEFCON (2013)

10.

Oka, D.K., Furue, T., Langenhop, L., Nishimura, T.: Survey of vehicle IoT bluetooth devices. In: IEEE 7th International Conference on Service-Oriented Computing and Applications (SOCA), pp. 260–264. IEEE (2014)

11.

Miller, C., Valasek, C.: A survey of remote automotive attack surfaces. Black Hat USA (2014)

12.

Poulsen, K.: Hacker disables more than 100 cars remotely. Internet (2010). http://www.wired.com/threatlevel/2010/03/hacker-bricks-cars

13.

Hackers steal Subaru Outback with smartphone, USA Today (2011)

14.

Hack of telematics device lets attackers, Car Driver (2011)

15.

Strobel, D., Driessen, B., Kasper, T., Leander, G., Oswald, D., Schellenberg, F., Paar, C.: Fuming acid and cryptanalysis: handy tools for overcoming a digital locking and access control system. In: Canetti, R., Garay, J.A. (eds.) CRYPTO 2013, Part I. LNCS, vol. 8042, pp. 147–164. Springer, Heidelberg (2013) CrossRef

16.

7 On Your Side: How cars can get hacked, ABC7news (2013)

17.

Verdult, R., Garcia, F.D., Balasch, J.: Gone in 360 seconds: Hijacking with Hitag2. In: Proceedings of the 21st USENIX Conference on Security Symposium, pp. 37–37. USENIX Association (2012)

18.

Roufa, I., Miller, R., Mustafaa, H., Taylora, T., Oh, S., Xua, W., Gruteserb, M., Trappeb, W., Seskarb, I.: Security and privacy vulnerabilities of in-car wireless networks: A tire pressure monitoring system case study. In: 19th USENIX Security Symposium, Washington DC, pp. 11–13. (2010)

19.

Larson, U.E., Nilsson, D.K., Jonsson, E.: An approach to specification-based attack detection for in-vehicle networks. In: 2008 IEEE Intelligent Vehicles Symposium, pp. 220–225. IEEE (2008)

20.

Hoppe, T., Kiltz, S., Dittmann, J.: Applying intrusion detection to automotive IT-early insights and remaining challenges. J. Inf. Assur. Secur. (JIAS) 4, 226–235 (2009)

21.

OBD-II scan program, The Carbigs program supports the safety diagnosis and the driving record for all of the type of car of Hyundai-Kia Motor Group produced since (2004)

Titel: A Statistical-Based Anomaly Detection Method for Connected Cars in Internet of Things Environment
verfasst von: Mee Lan Han
Jin Lee
Ah Reum Kang
Sungwook Kang
Jung Kyu Park
Huy Kang Kim
Verlag: Springer International Publishing
Buch: Internet of Vehicles - Safe and Intelligent Mobility
Print ISBN: 978-3-319-27292-4

Electronic ISBN: 978-3-319-27293-1

Copyright-Jahr: 2015
DOI: https://doi.org/10.1007/978-3-319-27293-1_9

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"