1. bookVolume 2020 (2020): Issue 2 (April 2020)
Journal Details
License
Format
Journal
First Published
16 Apr 2015
Publication timeframe
4 times per year
Languages
English
access type Open Access

SPy: Car Steering Reveals Your Trip Route!

Published Online: 08 May 2020
Page range: 155 - 174
Received: 31 Aug 2019
Accepted: 16 Dec 2019
Journal Details
License
Format
Journal
First Published
16 Apr 2015
Publication timeframe
4 times per year
Languages
English

Vehicular data-collection platforms as part of Original Equipment Manufacturers’ (OEMs’) connected telematics services are on the rise in order to provide diverse connected services to the users. They also allow the collected data to be shared with third-parties upon users’ permission. Under the current suggested permission model, we find these platforms leaking users’ location information without explicitly obtaining users’ permission. We analyze the accuracy of inferring a vehicle’s location from seemingly benign steering wheel angle (SWA) traces, and show its impact on the driver’s location privacy. By collecting and processing real-life SWA traces, we can infer the users’ exact traveled routes with up to 71% accuracy, which is much higher than the state-of-the-art.

Keywords

[1] Matt McFarland. Your car’s data may soon be more valuable than the car itself, February 2017. http://money.cnn.com/2017/02/07/technology/car-data-value/index.html.Search in Google Scholar

[2] Tom Krischer and Dee-Ann Durbin. Q&a: The data your car collects and who can use it. https://apnews.com/31c018cdbc634d42a7c97d04774954b1, Sep 2016.Search in Google Scholar

[3] Bmw group launches bmw cardata: new and innovative services for customers, safely and transparently. https://www.press.bmwgroup.com/global/article/detail/T0271366EN/bmw-group-launches-bmw-cardata:-new-and-innovative-services-for-customers-safely-and-transparently?language=en, May 2017.Search in Google Scholar

[4] United States Government Accountability Office. VEHICLE DATA Industry and Federal Efforts Under Way, but NHTSA Needs to Define Its Role. Technical report, 2017.Search in Google Scholar

[5] Consumer Privacy Protection Principles PRIVACY PRINCIPLES FOR VEHICLE TECHNOLOGIES AND SERVICES. ALLIANCE OF AUTOMOBILE MANUFACTURERS, INC, 2014.Search in Google Scholar

[6] Sashank Narain, Triet D. Vo-Huu, Kenneth Block, and Guevara Noubir. Inferring User Routes and Locations Using Zero-Permission Mobile Sensors. Proceedings - 2016 IEEE Symposium on Security and Privacy, SP 2016, pages 397–413, 2016.Search in Google Scholar

[7] Yan Michalevsky, Gabi Nakibly, Aaron Schulman, Gunaa Arumugam Veerapandian, and Dan Boneh. PowerSpy: Location Tracking using Mobile Device Power Analysis. 24th USENIX Security Symposium (USENIX Security 15), pages 785–800, 2015.Search in Google Scholar

[8] Lu Zhou, Qingrong Chen, Zutian Luo, Haojin Zhu, and Cailian Chen. Speed-Based Location Tracking in Usage-Based Automotive Insurance. Proceedings - International Conference on Distributed Computing Systems, pages 2252–2257, 2017.Search in Google Scholar

[9] Xianyi Gao, Bernhard Firner, Shridatt Sugrim, Victor Kaiser-Pendergrast, Yulong Yang, and Janne Lindqvist. Elastic pathing. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing -UbiComp ’14 Adjunct, pages 975–986, New York, New York, USA, 2014. ACM Press.Search in Google Scholar

[10] Rinku Dewri, Prasad Annadata, Wisam Eltarjaman, and Ramakrishna Thurimella. Inferring trip destinations from driving habits data. Proceedings of the 12th ACM workshop on Workshop on privacy in the electronic society - WPES ’13, pages 267–272, 2013.Search in Google Scholar

[11] Philippe Golle and Kurt Partridge. On the anonymity of home/work location pairs. In Hideyuki Tokuda, Michael Beigl, Adrian Friday, A. J. Bernheim Brush, and Yoshito Tobe, editors, Pervasive Computing, pages 390–397, Berlin, Heidelberg, 2009. Springer Berlin Heidelberg.Search in Google Scholar

[12] Sarwant Singh. Are car companies going to profit from your driving data? https://www.forbes.com/sites/sarwantsingh/2017/11/06/are-car-companies-going-to-profit-from-your-driving-data/, Nov 2017.Search in Google Scholar

[13] Obd - elm electronics. https://www.elmelectronics.com/products/ics/obd/, 2017.Search in Google Scholar

[14] The openxc platform. http://openxcplatform.comOpenXC, 2017.Search in Google Scholar

[15] Gartner says by 2020, a quarter billion connected vehicles will enable new in-vehicle services and automated driving capabilities. https://www.gartner.com/newsroom/id/2970017.Search in Google Scholar

[16] Lynn Walford. Definition of connected car – what is the connected car? defined. http://www.autoconnectedcar.com/definition-of-connected-car-what-is-the-connected-cardefined/, Jul 2018.Search in Google Scholar

[17] Bmw cardata. https://youtu.be/pcLsGapVkRY?t=770, Jan 2018.Search in Google Scholar

[18] Pymnts. Who controls data in web-connected vehicles? https://www.pymnts.com/innovation/2018/data-sharing-smart-cars-privacy/, Jun 2018.Search in Google Scholar

[19] Automotive data monetisation pricing and business models. http://www.frost.com/c/10046/sublib/frost-content.do?sheetName=report-overview&sheetGroup=MD48-01-00-00-00&viewName=virtual-brochure&repid=MD48-01-00-00-00, 2017.Search in Google Scholar

[20] Ron Fricker. Linear Regression Analysis for Survey Data. Retrieved from http://faculty.nps.edu/rdfricke/MCOTEA_Docs/Lecture%2015%20-%20Linear%20Regression%20Analysis%20for%20Survey%20Data.pdf.Search in Google Scholar

[21] Dong Kyu Lee. Alternatives to p value: confidence interval and effect size. Korean journal of anesthesiology, 69(6):555–562, 2016.Search in Google Scholar

[22] Bmw connecteddrive customer portal – connecting to your bmw digitally. https://www.bmw-connecteddrive.co.uk/app/index.html#/portal/faq-and-support?section=cardata.Search in Google Scholar

[23] Curvature, Sep 2019.Search in Google Scholar

[24] Adam Franco. Road curvature - find twisty roads. http://kml.roadcurvature.com/, 2016.Search in Google Scholar

[25] Suzanne E Lee, Erik CB Olsen, and Walter W Wierwille. A comprehensive examination of naturalistic lane-changes. Technical report, 2004.Search in Google Scholar

[26] Research any vehicle in seconds. https://www.vehiclehistory.com/.Search in Google Scholar

[27] Luyang Liu, Hongyu Li, Jian Liu, Cagdas Karatas, Yan Wang, Marco Gruteser, Yingying Chen, and Richard P Martin. Bigroad: Scaling road data acquisition for dependable self-driving. In Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services, pages 371–384. ACM, 2017.Search in Google Scholar

[28] Steering angle sensor for automotive applications. http://www.methode.com/Documents/TechnicalLibrary/Steering_Angle_Sensor_Data_Sheet.pdf, 2007.Search in Google Scholar

[29] Kassem Fawaz and Kang G Shin. Location privacy protection for smartphone users. In Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security, pages 239–250. ACM, 2014.Search in Google Scholar

[30] Bugra Gedik and Ling Liu. Protecting location privacy with personalized k-anonymity: Architecture and algorithms. IEEE Transactions on Mobile Computing, 7(1):1–18, 2008.Search in Google Scholar

[31] Bill Schilit, Jason Hong, and Marco Gruteser. Wireless location privacy protection. Computer, 36(12):135–137, 2003.Search in Google Scholar

[32] Dan Tynan. Why location privacy is important. https://www.itworld.com/article/2752981/mobile/why-location-privacy-is-important.html, Jun 2010.Search in Google Scholar

[33] Jun Han, Emmanuel Owusu, Le T Nguyen, Adrian Perrig, and Joy Zhang. Accomplice: Location inference using accelerometers on smartphones. In Communication Systems and Networks (COMSNETS), 2012 Fourth International Conference on, pages 1–9. IEEE, 2012.Search in Google Scholar

[34] Arsalan Mosenia, Xiaoliang Dai, Prateek Mittal, and Niraj Jha. Pinme: Tracking a smartphone user around the world. IEEE Transactions on Multi-Scale Computing Systems, 2017.Search in Google Scholar

[35] Miro Enev, Alex Takakuwa, Karl Koscher, and Tadayoshi Kohno. Automobile Driver Fingerprinting. Proceedings on Privacy Enhancing Technologies, 2016(1), 2016.Search in Google Scholar

[36] What is a vehicle identification number (vin)? https://www.autocheck.com/vehiclehistory/autocheck/en/vinbasics, 2018.Search in Google Scholar

[37] P. Handel, I. Skog, J. Wahlstrom, F. Bonawiede, R. Welch, J. Ohlsson, and M. Ohlsson. Insurance telematics: Opportunities and challenges with the smartphone solution. IEEE Intelligent Transportation Systems Magazine, 6(4):57–70, winter 2014.Search in Google Scholar

[38] I. Skog and P. Handel. Indirect instantaneous car-fuel consumption measurements. IEEE Transactions on Instrumentation and Measurement, 63(12):3190–3198, Dec 2014.Search in Google Scholar

[39] David Tracy. How electronic throttle control works. https://jalopnik.com/how-electronic-throttle-control-works-499966101, May 2013.Search in Google Scholar

[40] Transmission ratio rpm calculator. http://spicerparts.com/calculators/transmission-ratio-rpm-calculator, 2018.Search in Google Scholar

[41] Philip Reed. What your check engine light is telling you. https://www.edmunds.com/car-care/what-your-check-engine-light-is-telling-you.html, May 2011.Search in Google Scholar

[42] Openxc data set. http://openxcplatform.com/about/data-set.html.Search in Google Scholar

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