A journal of IEEE and CAA , publishes high-quality papers in English on original theoretical/experimental research and development in all areas of automation
Volume 5 Issue 1
Jan.  2018

IEEE/CAA Journal of Automatica Sinica

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Article Contents
Wenchao Xu, Haibo Zhou, Nan Cheng, Feng Lyu, Weisen Shi, Jiayin Chen and Xuemin (Sherman) Shen, "Internet of Vehicles in Big Data Era," IEEE/CAA J. Autom. Sinica, vol. 5, no. 1, pp. 19-35, Jan. 2018. doi: 10.1109/JAS.2017.7510736
Citation: Wenchao Xu, Haibo Zhou, Nan Cheng, Feng Lyu, Weisen Shi, Jiayin Chen and Xuemin (Sherman) Shen, "Internet of Vehicles in Big Data Era," IEEE/CAA J. Autom. Sinica, vol. 5, no. 1, pp. 19-35, Jan. 2018. doi: 10.1109/JAS.2017.7510736

Internet of Vehicles in Big Data Era

doi: 10.1109/JAS.2017.7510736

the National Natural Science Foundation of China 91638204

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  • As the rapid development of automotive telematics, modern vehicles are expected to be connected through heterogeneous radio access technologies and are able to exchange massive information with their surrounding environment. By significantly expanding the network scale and conducting both real-time and long-term information processing, the traditional Vehicular AdHoc Networks (VANETs) are evolving to the Internet of Vehicles (IoV), which promises efficient and intelligent prospect for the future transportation system. On the other hand, vehicles are not only consuming but also generating a huge amount and enormous types of data, which is referred to as Big Data. In this article, we first investigate the relationship between IoV and big data in vehicular environment, mainly on how IoV supports the transmission, storage, computing of the big data, and how IoV benefits from big data in terms of IoV characterization, performance evaluation and big data assisted communication protocol design. We then investigate the application of IoV big data in autonomous vehicles. Finally, the emerging issues of the big data enabled IoV are discussed.


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  • [1]
    "Israeli startup looks to secure connected cars from hackers", Report from Business Insider, 2016. [Online]. Available: http://www.businessinsider.com/isreali-startup-looks-to-secureconnected-cars-from-hackers-2016-4
    N. Lu, N. Cheng, N. Zhang, X. Shen, and J. W. Mark, "Connected vehicles:Solutions and challenges, " IEEE Internet of Things Journal, vol. 1, no. 4, pp. 289-299, 2014. doi: 10.1109/JIOT.2014.2327587
    F. Bai, H. Krishnan. "Reliability analysis of DSRC wireless communication for vehicle safety applications, "In proc. of Intelligent Transportation Systems Conference, pp. 355-362. IEEE, 2006. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=1706767
    N. Cheng, N. Lu, N. Zhang, X. Shen, and J. W. Mark, "Vehicular WiFi offloading:Challenges and solutions, " Vehicular Communications, vol. 1, no. 1, pp. 13-21, 2014. doi: 10.1016/j.vehcom.2013.11.002
    H. Zhou, N. Cheng, N. Lu, L. Gui, D. Zhang, Q. Yu, F. Bai, and X. Shen, "WhiteFi Infostation:Engineering Vehicular Media Streaming with Geolocation Database, " IEEE J. Selected Areas of Communications, vol. 34, no. 8, pp. 2260-2274, 2016. doi: 10.1109/JSAC.2016.2577219
    IEEE Std 802. 11p-2010, "Standard for Information TechnologyTelecommunications and Information Exchange between Systems-Local and Metropolitan Area Networks-Specific Requirements Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications Amendment 6: Wireless Access in Vehicular Environments, " pp. 1-51, Jul. 2010.
    Automotive Sensors 2017: http://www.automotivesensors2017.com/
    N. Zhang, P. Yang, J. Ren, D. Chen, L. Yu, and X. Shen, "Synergy of Big Data and 5G Wireless Networks: Opportunities, Approaches, and Challenges, " IEEE Wireless Communications Magazine-SI on Wireless Big Data, to appear.
    F. Yang, S. Wang, J. Li, Z. Liu, and Q. Sun, "An overview of internet of vehicles, "China Communications, vol. 11, no. 10, pp. 1-15, 2014. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=6969789
    H. Peng, D. Li, K. Abboud, H. Zhou, W. Zhuang, X. Shen, and H. Zhao, "Performance analysis of IEEE 802. 11 p DCF for interplatoon communications with autonomous vehicles, " In Proc. of Global Communications Conference (GLOBECOM), pp. 1-6. IEEE, 2015. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7417543
    H. Peng, D. Li, K. Abboud, H. Zhou, H. Zhao, W. Zhuang, and X. Shen, "Performance Analysis of IEEE 802.11 p DCF for Multiplatooning Communications With Autonomous Vehicles, " IEEE Transactions on Vehicular Technology, vol. 66, no. 3, pp. 2485-2498, 2017. doi: 10.1109/TVT.2016.2571696
    M. Bojarski, D. Testa, D. Dworakowski, B. Firner, B. Flepp, P. Goyal, L. D. Jackel, "End to end learning for self-driving cars, " arXiv preprint arXiv: 1604. 07316, 2016. http://arxiv.org/abs/1604.07316
    J. Wedel, B. Schünemann, and I. Radusch. "V2X-based traffic congestion recognition and avoidance. " In Pervasive Systems, Algorithms, and Networks (ISPAN), In Proc. 10th International Symposium on, pp. 637-641. IEEE, 2009. http://ieeexplore.ieee.org/document/5381682/
    P. Händel, J. Ohlsson, M. Ohlsson, I. Skog, and E. Nygren, "Smartphone-based measurement systems for road vehicle traffic monitoring and usage-based insurance, " IEEE Systems Journal, vol. 8, no. 4, pp. 1238-1248, 2014. doi: 10.1109/JSYST.2013.2292721
    A. Ghose, P. Biswas, C. Bhaumik, M. Sharma, A. Pal, and A. Jha. "Road condition monitoring and alert application: Using in-vehicle smartphone as internet-connected sensor, "In Proc. IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 489-491. IEEE, 2012. http://ieeexplore.ieee.org/document/6197543/
    X. Liang, X. Li, T. H. Luan, R. Lu, X. Lin, X. Shen, "Morality-driven Data Forwarding with Privacy Preservation in Mobile Social Networks, " IEEE Trans. on Vehicular Technology, vol. 61, no. 7, pp. 3209-3221, 2012. doi: 10.1109/TVT.2012.2202932
    S. Karapantazis and F.-N. Pavlidou, "The role of high altitude platforms in beyond 3G networks, " IEEE Wireless Communications, vol. 12, no. 6, pp. 33-41, 2016. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=1561943
    L. Gupta, R. Jain, and G. Vaszkun, "Survey of important issues in UAV communication networks, " IEEE Communications Surveys & Tutorials, vol. 18, no. 2, pp. 1123-1152, 2016. http://ieeexplore.ieee.org/document/7317490/
    CAMP Vehicle Safety Communications Consortium, "Vehicle safety communications project: Task 3 final report: identify intelligent vehicle safety applications enabled by DSRC, " National Highway Traffic Safety Administration, US Department of Transportation, Washington DC, Mar. 2005. https://www.researchgate.net/publication/242686038_Vehicle_Safety_Communications_Project_Task_3_Final_Report_Identify_Intelligent_Vehicle_Safety_Applications_Enabled_by_DSRC
    H. Zhou, B. Liu, T.H. Luan, F. Hou, L. Gui, Y. Li, G. Yu, and X. Shen, "ChainCluster:Engineering a Cooperative Content Distribution Framework for Highway Vehicular Communications, " IEEE Trans. on Intelligent Transportation Systems, vol. 15, no. 6, pp. 2644-2657, 2014. doi: 10.1109/TITS.2014.2321293
    DSRC Committee, "Dedicated Short Range Communications (DSRC) Message Set Dictionary, " Soc. Automotive Eng., Warrendale, PA, USA, Tech. Rep. J2735_200911, Nov. 2009. http://www.mendeley.com/research/dedicated-short-range-communications-dsrc-message-set-dictionary-sae-j2735/
    M. Chaqfeh, A. Lakas and I. Jawhar, "A survey on data dissemination in vehicular ad hoc networks, " Vehicular Communications, vol. 1, no. 4, pp. 214-225, Oct. 2014. http://www.sciencedirect.com/science/article/pii/S2214209614000448
    J. Qin, H. Zhu, Y. Zhu, L. Lu, G. Xue, and M. Li. "POST:Exploiting dynamic sociality for mobile advertising in vehicular networks." IEEE Transactions on Parallel and Distributed Systems, vol. 27, no. 6, pp. 1770-1782, 2016. doi: 10.1109/TPDS.2015.2467392
    F. Lv, H, Zhu, H. Xue, Y, Zhu, S, Chang, M, Dong and M. Li, "An Empirical Study on Urban IEEE 802. 11p Vehicle-to-Vehicle Communication, " In Proc. 13th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), pp. 1-9, Jun. 2016. http://ieeexplore.ieee.org/document/7732969/
    W. Xu, H. A. Omar, W. Zhuang, and X. Shen, "Delay Analysis of InVehicle Internet Access via On-Road WiFi Access Points, " IEEE Access, vol. 5, no. 1, pp. 2736-2746, 2017. http://ieeexplore.ieee.org/document/7855628
    Q. Xu, T. Mak, J. Ko, and R. Sengupta, "Vehicle-to-vehicle safety messaging in DSRC, " In Proc. of the 1st ACM international workshop on Vehicular ad hoc networks, pp. 19-28, ACM, 2004. http://dl.acm.org/citation.cfm?id=1023879
    M. Dikaiakos, S. Iqbal, T. Nadeem, and L. Iftode, "VITP: an information transfer protocol for vehicular computing, " In Proc. of the 2nd ACM international workshop on Vehicular ad hoc networks, pp. 30-39. ACM, 2005. http://dl.acm.org/citation.cfm?id=1080759
    J. Lipman, H. Liu, I. Stojmenovic, "Broadcasting in ad hoc networks, " Guide to Wireless Ad Hoc Networks, Springer-Verlag, London, UK, pp. 121-150(Chapter 6), 2009. https://raweb.inria.fr/rapportsactivite/RA2004/gyroweb/uid35.html
    N. Wisitpongphan, O. K. Tonguz, J. S. Parikh, P. Mudalige, F. Bai, V. Sadekar, "Broadcast storm mitigation techniques in vehicular ad hoc networks, " IEEE Wireless Communication, vol. 14, no. 6, pp. 84-94, 2006. http://ieeexplore.ieee.org/document/4407231/
    L. Yin and G Cao. "Supporting cooperative caching in ad hoc networks, " IEEE transactions on mobile computing, vol. 5, no. 1, pp. 77-89, 2006. doi: 10.1109/TMC.2006.15
    M. Fiore, F. Mininni, C. Casetti, C.F. Chiasserini, "To cache or not to cache?" IEEE INFOCOM, pp. 235-243, 2009. http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=5061926&isnumber=5061888
    G. Y. Chang, J. P. Sheu, T. Y. Lin, K. Y. Hsieh, "Cache-based routing for vehicular ad hoc networks in city environments, " In Proc. IEEE Wireless Communications and Networking Conference, WCNC, pp.1-6, 2010. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5506365
    IEEE Std 802. 11-2007(Revision of IEEE Std. 802. 11-1999), "Standard for Information Technology-Telecommunications and Information Exchange between Systems-Local and Metropolitan Area NetworksSpecific Requirements-Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications, " pp. 1-1184, June 2007.
    M. I. Hassan, H. L. Vu, and T. Sakurai, "Performance Analysis of the IEEE 802. 11 MAC Protocol for DSRC Safety Applications, " IEEE Transactions on Vehicular Technology, vol. 60, no. 8, pp. 3882-3896, Oct. 2011. http://ieeexplore.ieee.org/document/5963733/
    M. Hadded, P. Muhlethaler, A. Laouiti, R. Zagrouba, and L. A. Saidane, "TDMA-Based MAC Protocols for Vehicular Ad Hoc Networks: A Survey, Qualitative Analysis, and Open Research Issues, " IEEE Communications Surveys Tutorials, vol. 17, no. 4, pp. 2461-2492, Jun. 2015. http://ieeexplore.ieee.org/document/7117340/
    F. Borgonovo, A. Capone, M. Cesana, and L. Fratta, "ADHOC MAC:new MAC architecture for ad hoc networks providing efficient and reliable point-to-point and broadcast services, " Wireless Networks, vol. 10, no. 4, pp. 359-366, 2004. doi: 10.1023/B:WINE.0000028540.96160.8a
    H. A. Omar, W. Zhuang, and L. Li, "VeMAC:a TDMA-based MAC protocol for reliable broadcast in VANETs, " IEEE Transactions on Mobile Computing, vol. 12, no. 9, pp. 1724-1736, 2013. doi: 10.1109/TMC.2012.142
    F. Borgonovo, A. Capone, M. Cesana, and L. Fratta, "Rr-aloha, a reliable r-aloha broadcast channel for ad-hoc inter-vehicle communication networks, " Proc. Med-Hoc-Net, pp. 1-5. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    X. Jiang and D. H. C. Du, "PTMAC: A Prediction-Based TDMA MAC Protocol for Reducing Packet Collisions in VANET, " IEEE Transactions on Vehicular Technology, vol. 65, no. 11, pp. 9209-9223, Nov. 2016.
    W. Yang, P. Li, Y. Liu, and H. Zhu, "Adaptive TDMA slot assignment protocol for vehicular ad-hoc networks, " The Journal of China Universities of Posts and Telecommunications, vol. 20, no. 1, pp. 11-25, Feb. 2013. http://www.sciencedirect.com/science/article/pii/S1005888513600023
    R. Zhang, X. Cheng, L. Yang, X. Shen, and B. Jiao, "A Novel Centralized TDMA-Based Scheduling Protocol for Vehicular Networks, " IEEE Transactions on Intelligent Transportation Systems, vol. 16, no. 1, pp. 411-416, Feb. 2015. http://www.irgrid.ac.cn/handle/1471x/980895
    J. J. Blum and A. Eskandarian, "A reliable link-layer protocol for robust and scalable intervehicle communications, " IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 1, pp. 4-13, 2007. doi: 10.1109/TITS.2006.889441
    S. V. Bana and P. Varaiya, "Space division multiple access (SDMA) for robust ad hoc vehicle communication networks, " IEEE Intelligent Transportation Systems, pp. 962-967, 2001. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    F. Watanabe, M. Fujii, M. Itami, and K. Itoh, "An analysis of incident information transmission performance using MCS/CDMA scheme, " IEEE Intelligent Vehicles Symposium, pp. 249-254, 2005. http://ieeexplore.ieee.org/xpl/abstractKeywords.jsp?reload=true&arnumber=1505110
    T. Inoue, H. Nakata, M. Itami, and K. Itoh, "An analysis of incident information transmission performance using an IVC system that assigns PN codes to the locations on the road, " IEEE Intelligent Vehicles Symposium, pp. 115-120, 2004. http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=1336366
    M. Altayeb and I. Mahgoub, "A survey of vehicular ad hoc networks routing protocols, " International Journal of Innovation and Applied Studies, vol. 3, no. 3, pp. 829-846, 2013. https://www.researchgate.net/publication/285878299_A_Survey_of_Vehicular_Ad_hoc_Networks_Routing_Protocols
    F. Li and Y. Wang, "Routing in vehicular ad hoc networks:A survey, " IEEE Vehicular technology magazine, vol. 2, no. 2, 2007. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    K. C. Lee, U. Lee, M. Gerla, "Survey of Routing Protocols in Vehicular Ad Hoc Networks, " Advances in Vehicular Ad-Hoc Networks:Developments and Challenges, pp. 149-170, 2010. http://www.igi-global.com/ViewTitle.aspx?TitleId=43169
    J. Toutouh and E. Alba, "Optimizing OLSR in VANETS with Differential Evolution: A Comprehensive Study, " ACM international symposium on Design and analysis of intelligent vehicular networks and applications, Miami, Florida, USA, 2011. http://dl.acm.org/citation.cfm?id=2069002
    V. Naumov, R. Baumann, T. Gross, "An evaluation of Inter-Vehicle Ad Hoc Networks Based on Realistic Vehicular Traces, "In Proc. of the 7th ACM international symposium on Mobile ad hoc networking and computing, May 2006. http://dl.acm.org/citation.cfm?id=1132918
    M. K. Marina, S. R. Das, "On-demand multipath distance vector routing in Ad Hoc networks, " In Proc. 9th IEEE International Conference on Network Protocols, pp. 14-23, Nov. 2001. doi: 10.1109/ICNP.2001.992756
    M. Abolhasan, T. Wysocki, and E. Dutkiewicz, "A review of routing protocols for mobile ad hoc networks, " Ad Hoc Networks, Elsevier, pp. 1-22, 2004. http://www.sciencedirect.com/science/article/pii/S157087050300043X
    G. Liu, B.-S. Lee, B.-C. Seet, C.H. Foh, K.J. Wong, and K.-K. Lee, "A routing strategy for metropolis vehicular communications, " in Proc. International Conference on Information Networking (ICOIN), pp. 134-143, 2004. doi: 10.1007/978-3-540-24693-0_81
    H. Fubler, M. Mauve, H. Hartenstein, M. Kaemann, and D. Vollmer, "Mobicom poster:location-based routing for vehicular ad-hoc networks, " ACM SIGMOBILE Mobile Computing and Communications Review, vol. 7, no. 1, pp. 47-49, 2003. doi: 10.1145/881978
    W. Shi, H. Zhou, J. Li, W. Xu, N. Zhang, and X. Shen, "Drone Assisted Vehicular Networks: Architecture, Challenges and Opportunities, " IEEE Network, to appear.
    N. Zhang, S. Zhang, P. Yang, O. Alhussein, W. Zhuang, and X. Shen, "Software Defined Space-Air-Ground Integrated Vehicular Networks:Challenges and Solutions, " IEEE Communications Magazine, vol. 55, no. 7, pp. 101-109, 2017. doi: 10.1109/MCOM.2017.1601156
    A. Mukhtar, L. Xia, and T. Tang, "Vehicle detection techniques for collision avoidance systems:A review, " IEEE Transactions on Intelligent Transportation Systems, vol. 16, no. 5, pp. 2318-2338, 2015. doi: 10.1109/TITS.2015.2409109
    Eric Mack. "Meet Google's Project Loon:Balloon-powered Net Access, " CNET. Retrieved, 15, 2013. http://www.academia.edu/31538683/IRJET-_PROVIDE_HIGH_ALTITUDE_NETWORK_BY_USING_PROJECT_LOON_
    I. Bor-Yaliniz, and H. Yanikomeroglu, "The new frontier in RAN heterogeneity:Multi-tier drone-cell, " IEEE Communications Magazine, vol. 54, no. 11, pp. 48-55, 2016. doi: 10.1109/MCOM.2016.1600178CM
    N. Alam, A. Balaei, and A. G. Dempster, "Relative positioning enhancement in VANETs:A tight integration approach, " IEEE Transactions on Intelligent Transportation Systems, vol. 14, no. 1, pp. 47-55, 2013. doi: 10.1109/TITS.2012.2205381
    A. Widiawan, and R. Tafazolli, "High altitude platform station (HAPS):A review of new infrastructure development for future wireless communications, " Wireless Personal Communications, vol. 42, no. 3, pp. 387-404, 2007. doi: 10.1007/s11277-006-9184-9
    D. Grace, J. Thornton, G. Chen, G. P. White, and T. C. Tozer, "Improving the system capacity of broadband services using multiple high-altitude platforms, " IEEE Transactions on Wireless Communications, vol. 4, no. 2, pp. 700-709, 2005. doi: 10.1109/TWC.2004.842972
    N. Motlagh, T. Taleb, and O. Arouk, "Low-altitude unmanned aerial vehicles-based Internet of things services:Comprehensive survey and future perspectives, " IEEE Internet of Things Journal, vol. 3, no. 6, pp. 899-922, 2016. doi: 10.1109/JIOT.2016.2612119
    N. Goddemeier, K. Daniel, and C. Wietfeld, "Role-based connectivity management with realistic air-to-ground channels for cooperative UAVs, "IEEE Journal on Selected Areas in Communications, vol. 30, no. 5, pp. 951-963, 2012. doi: 10.1109/JSAC.2012.120610
    A. Dhekne, M. Gowda, and R. R. Choudhury, "Cell tower extension through drones: Poster, " In Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking, pp. 456-457. ACM, 2016. http://dl.acm.org/citation.cfm?id=2985275
    A. Al-Hourani, S. Kandeepan, and S. Lardner, "Optimal LAP altitude for maximum coverage, " IEEE Wireless Communications Letters, vol. 3, no. 6, pp. 569-572, 2014. doi: 10.1109/LWC.2014.2342736
    M. Mozaffari, W. Saad, M. Bennis, and M. Debbah, "Mobile Internet of Things: Can UAVs provide an energy-efficient mobile architecture?, " In Proceeding of Global Communications Conference (GLOBECOM), pp. 1-6. IEEE, 2016. http://arxiv.org/abs/1607.02766
    P. Yang, X. Cao, C. Yin, Z. Xiao, X. Xi, and D. Wu, "Proactive Drone-Cell Deployment:Overload Relief for a Cellular Network Under Flash Crowd Traffic, " IEEE Transactions on Intelligent Transportation Systems, 2017. http://ieeexplore.ieee.org/document/7932923/
    Bor-Yaliniz, R. Irem, A. El-Keyi, and H. Yanikomeroglu, "Efficient 3-D placement of an aerial base station in next generation cellular networks, " In Proceeding of International Conference on Communications (ICC), pp. 1-5. IEEE, 2016. http://ieeexplore.ieee.org/document/7510820/
    E. Kalantari, H. Yanikomeroglu, and A. Yongacoglu, "On the number and 3D placement of drone base stations in wireless cellular networks, " In Proc. 84th Vehicular Technology Conference (VTC-Fall), pp. 1-6. IEEE, 2016. http://ieeexplore.ieee.org/document/7881122/
    Y. Zhou, N. Cheng, N. Lu, and X. Shen, "Multi-UAV-aided networks:aerial-ground cooperative vehicular networking architecture, " IEEE vehicular technology magazine, vol. 10, no. 4, pp. 36-44, 2015. doi: 10.1109/MVT.2015.2481560
    O. S. Oubbati, A. Lakas, N. Lagraa, and M. B. Yagoubi, "UVAR: An intersection UAV-assisted VANET routing protocol, " In Proc. Wireless Communications and Networking Conference (WCNC), pp. 1-6. IEEE, 2016. http://ieeexplore.ieee.org/document/7564747/
    J. He, Y. Ni, L. Cai, J. Pan, and C. Chen, "Optimal dropbox deployment algorithm for data dissemination in vehicular networks, " IEEE Transactions on Mobile Computing, 2017. https://www.researchgate.net/publication/318807132_Optimal_Dropbox_Deployment_Algorithm_for_Data_Dissemination_in_Vehicular_Networks
    S. Olariu, T. Hristov, and G. Yan, "The next paradigm shift:from vehicular networks to vehicular clouds, " Mobile Ad Hoc Networking:Cutting Edge Directions, Second Edition, pp. 645-700, 2013. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6482730
    J. Zhao, G. Cao, "VADD:Vehicle-assisted data delivery in vehicular ad hoc networks, " IEEE Transactions on Vehicular Technology. vol. 57, no.3, pp. 1910-22, 2008. doi: 10.1109/TVT.2007.901869
    K. Zheng, H. Meng, P. Chatzimisios, L. Lei and X. Shen, "An SMDPbased resource allocation in vehicular cloud computing systems, " IEEE Transactions on Industrial Electronics, vol. 62, no. 12, pp. 7920-7928, 2015. doi: 10.1109/TIE.2015.2482119
    V. N. Soares, F. Farahmand, J.J. Rodrigues, "A layered architecture for vehicular delay-tolerant networks, " In Proc. IEEE Symposium on Computers and Communications. ISCC 2009. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5202332
    A. Mahmood, C. Casetti, C. F. Chiasserini, P. Giaccone, and J. Harr, "Mobility-aware edge caching for connected cars, " In Proc. 12th Annual Conference on Wireless On-demand Network Systems and Services (WONS), pp. 1-8. IEEE, 2016. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=7429048
    R. Ding, T. Wang, L. Song, Z. Han, and J. Wu, "Roadside-unit caching in vehicular ad hoc networks for efficient popular content delivery, " In Proc. Wireless Communications and Networking Conference (WCNC), pp. 1207-1212. IEEE, 2015. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7127641
    Z. Hu, Z. Zheng, T. Wang, and L. Song, "Poster: Roadside Unit Caching Mechanism for Multi-Service Providers, " In Proceedings of the 16th ACM International Symposium on Mobile Ad Hoc Networking and Computing, pp. 387-388. ACM, 2015. http://dl.acm.org/citation.cfm?id=2764867
    S. Zhang, N. Zhang, X. Fang, P. Yang, and X. Shen, "Self-Sustaining Caching Stations:Toward Cost-Effective 5G-Enabled Vehicular Networks, " IEEE Communications Magazine, 2017. http://ieeexplore.ieee.org/document/8010759/
    The ECU Computer (Engine Control Unit)[Online], Available: http://www.chipsetc.com/computer-chips-inside-the-car.html
    W. B. Dunbar and D. S. Caveney, "Distributed receding horizon control of vehicle platoons:Stability and string stability, " IEEE Transactions on Automatic Control, vol. 57, no. 3, pp. 620-633, 2012. doi: 10.1109/TAC.2011.2159651
    Y. Zhang, G. Cao. "V-PADA:Vehicle-platoon-aware data access in VANETs, " IEEE Transactions on Vehicular Technology, vol. 60, no. 5, pp. 2326-2339, 2011. doi: 10.1109/TVT.2011.2148202
    S. Arif, S. Olariu, J. Wang, G. Yan, W. Yang, and I. Khalil, "Datacenter at the airport:Reasoning about time-dependent parking lot occupancy, " IEEE Transactions on Parallel and Distributed Systems, vol. 23, no. 11, pp. 2067-2080, 2012. doi: 10.1109/TPDS.2012.47
    T. Zhang, R. E. D. Grande, and A. Boukerche, "Vehicular cloud: Stochastic analysis of computing resources in a road segment, " In Proceedings of the 12th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, & Ubiquitous Networks, pp. 9-16. ACM, 2015. http://dl.acm.org/citation.cfm?id=2810383
    F. Bai, D. D. Stancil, and H. Krishnan, "Toward understanding characteristics of dedicated short range communications (DSRC) from a perspective of vehicular network engineers, " In Proceedings of the 6th Annual International Conference on Mobile Computing and Networking, pp. 329-340. ACM, 2010. http://dl.acm.org/citation.cfm?id=1860033
    J. Karedal, N. Czink, A. Paier, F. Tufvesson, and A. F. Molisch, "Path loss modeling for vehicle-to-vehicle communications, " IEEE transactions on vehicular technology, vol. 60, no. 1, pp. 323-328, 2011. doi: 10.1109/TVT.2010.2094632
    J. Eriksson, H. Balakrishnan, and S. Madden. "Cabernet: vehicular content delivery using WiFi, " In Proceedings of the 14th ACM International Conference on Mobile Computing and Networking, pp. 199-210. ACM, 2008. http://dl.acm.org/citation.cfm?id=1409968
    L. Cheng, B. E. Henty, D. D. Stancil, F. Bai, and P. Mudalige, "Mobile vehicle-to-vehicle narrow-band channel measurement and characterization of the 5.9 GHz dedicated short range communication (DSRC) frequency band, " IEEE Journal on Selected Areas in Communications, vol. 25, no. 8, 2007. http://ieeexplore.ieee.org/xpl/abstractAuthors.jsp?reload=true&arnumber=4346439
    C. F. Mecklenbrauker, A. F. Molisch, J. Karedal, F. Tufvesson, A. Paier, L. Bernadó, T. Zemen, O. Klemp, and N. Czink, "Vehicular channel characterization and its implications for wireless system design and performance, " Proceedings of the IEEE, vol. 99, no. 7, pp. 1189-1212, 2011. doi: 10.1109/JPROC.2010.2101990
    I. Tan, W. Tang, K. Laberteaux, and A. Bahai, "Measurement and analysis of wireless channel impairments in DSRC vehicular communications, "In Proceeding of International Conference on Communications (ICC), pp. 4882-4888. IEEE, 2008. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4533951
    C. M. Martinez, M. Heucke, F. Y. Wang, B. Gao, and D. Cao, "Driving style recognition for intelligent vehicle control and advanced driver assistance:A survey, "IEEE Transactions on Intelligent Transportation Systems, 2017. doi: 10.1007/978-3-319-48024-4_13
    N. Akhtar, S. C. Ergen, and O. Ozkasap, "Vehicle mobility and communication channel models for realistic and efficient highway VANET simulation, " IEEE Transactions on Vehicular Technology, vol. 64, no. 1, pp. 248-262, 2015. doi: 10.1109/TVT.2014.2319107
    G. Setiwan, S. Iskander, Q. Chen, S. S. Kanhere, and K. Lan, "The Effect Of Radio Models On Vehicle Network Simulations, " In Proceedings of the 14th World Congress on Intelligent Transport Systems, pp. 1-10. 2007. https://www.hindawi.com/journals/ijap/2015/190607
    O. Renaudin, V. Kolmonen, P. Vainikainen, and C. Oestges, "Nonstationary narrowband MIMO inter-vehicle channel characterization in the 5-GHz band, " IEEE Transactions on Vehicular Technology, vol. 59, no. 4, pp. 2007-2015, 2010. doi: 10.1109/TVT.2010.2040851
    L. Cheng, B. E. Henty, F. Bai, and D. D. Stancil, "Highway and rural propagation channel modeling for vehicle-to-vehicle communications at 5. 9 GHz, "In Antennas and Propagation Society International Symposium, pp. 1-4. IEEE, 2008. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=4619037
    A. Paier, J. Karedal, N. Czink, H. Hofstetter, C. Dumard, T. Zemen, F. Tufvesson, C. F. Mecklenbrauker, and A. F. Molisch, "First results from car-to-car and car-to-infrastructure radio channel measurements at 5. 2 GHz, " In Proc. IEEE 18th International Symposium on Personal, Indoor and Mobile Radio Communications, pp. 1-5. IEEE, 2007. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    S. Bharati, H. A. Omar, and W. Zhuang, "Enhancing Transmission Collision Detection for Distributed TDMA in Vehicular Networks, " ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), vol. 13, no. 3, pp. 37, 2017. http://dl.acm.org/citation.cfm?id=3092833
    T. Cao, X. Zhang, L. Kong, X. Liu, W. Shu, and M. Wu, "Traffic aware routing in urban vehicular networks, " In Proc. Wireless Communications and Networking Conference (WCNC), pp. 2004-2009. IEEE, 2013. doi: 10.1109/WCNC.2013.6554872
    L. Yao, J. Wang, X. Wang, A. Chen, and Y. Wang, "V2X Routing in a VANET Based on the Hidden Markov Model, " IEEE Transactions on Intelligent Transportation Systems, 2017. http://ieeexplore.ieee.org/document/7956227/
    B. Karp, H. Kung, "GPSR: Greedy perimeter stateless routing for wireless networks, " In Proceedings of the 6th Annual International Conference on Mobile Computing and Networking, pp. 243-254. ACM, 2000. http://dl.acm.org/citation.cfm?id=345953
    R. J. Ravi, R. PonLakshmi, "A New Lifetime Prediction Algorithm Based Routing For VANETs, " International Journal of Computer Science & Applications (TIJCSA), vol. 1, no. 12, 2013. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    C. Chigan, V. Oberoi, and J. Li, "Wsn07-3: Rpb-macn: A relative position based collision-free mac nucleus for vehicular ad hoc networks, " In Proc. Global Telecommunications Conference, pp. 1-6. IEEE, 2006. doi: 10.1109%2FGLOCOM.2006.502
    W. Wanalertlak, B. Lee, C. Yu, M. Kim, S. Park, and W. Kim, "Behavior-based mobility prediction for seamless handoffs in mobile wireless networks, "Wireless Networks, vol. 17, no. 3, pp. 645-658, 2011. doi: 10.1007/s11276-010-0303-x
    Y. Bi, H. Zhou, W. Xu, X. Shen, and H. Zhao, "An Efficient PMIPv6-Based Handoff Scheme for Urban Vehicular Networks, " IEEE Trans.on Intelligent Transportation Systems, vol. 17, no. 12, pp. 3613-3628, 2016. doi: 10.1109/TITS.2016.2584079
    A. Nadembega, A. Hafid, and T. Taleb, "Handoff time estimation model for vehicular communications, " In Proceeding of International Conference on Communications (ICC), pp. 1715-1719, IEEE, 2013. doi: 10.1109/ICC.2013.6654765
    O. S. Oubbati, A. Lakas, F. Zhou, M. Güneş, N. Lagraa, and M. B. Yagoubi, "Intelligent UAV-assisted routing protocol for urban VANETs, " Computer Communications, vol. 107, pp. 93-111, 2017. doi: 10.1016/j.comcom.2017.04.001
    Y. J. Li, "An overview of the DSRC/WAVE technology, " In Proc. International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, pp. 544-558. Springer, Berlin, Heidelberg, 2010. doi: 10.1007/978-3-642-29222-4_38
    H. Zhou, W. Xu, Y. Bi, J. Chen, Q. Yu, and X. Shen, "Toward 5G Spectrum Sharing for Immersive Experience Driven Vehicular Communications, " IEEE Wireless Communications Magazine, to appear.
    H. Zhu, M. Li, L. Fu, G. Xue, Y. Zhu, and L. M. Ni, "Impact of traffic influxes:Revealing exponential intercontact time in urban vanets, " IEEE Transactions on Parallel and Distributed Systems, vol. 22, no. 8, pp. 1258-1266, 2011. doi: 10.1109/TPDS.2010.176
    H. Huang, P. Luo, M. Li, D. Li, X. Li, W. Shu, and M. Wu, "Performance evaluation of SUVnet with real-time traffic data, " IEEE Transactions on Vehicular Technology, vol. 56, no. 6, pp. 3381-3396, 2007. doi: 10.1109/TVT.2007.907273
    C. Celes, F. Silva, A. Boukerche, R. Andrade, and A. Loureiro, "Improving VANET Simulation with Calibrated Vehicular Mobility Traces, " IEEE Transactions on Mobile Computing, 2017. http://ieeexplore.ieee.org/document/7895148/
    R. Szeliski, "Computer vision:algorithms and applications, " Springer Science & Business Media, 2010. http://www.doc88.com/p-584429384021.html
    H. Cho, Y. Seo, B. V. Kumar, and R. R. Rajkumar, "A multi-sensor fusion system for moving object detection and tracking in urban driving environments, " In IEEE International Conference on Robotics and Automation (ICRA), pp. 1836-1843. IEEE, 2014. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6907100
    D. Held, J. Levinson, and S. Thrun, "A probabilistic framework for car detection in images using context and scale, " In IEEE International Conference on Robotics and Automation (ICRA), pp. 1628-1634. IEEE, 2012. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6224722
    C. Caraffi, T. Vojir, J. Trefny, J. Šochman, and J. Matas, "A system for real-time detection and tracking of vehicles from a single car-mounted camera, "In Proc. 15th International IEEE Conference on Intelligent Transportation Systems (ITSC), pp. 975-982. IEEE, 2012. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6338748
    A. Geiger, P. Lenz, C. Stiller, and R. Urtasun, "Vision meets robotics:The KITTI dataset, " The International Journal of Robotics Research, vol. 32, no. 11, pp. 1231-1237, 2013. doi: 10.1177/0278364913491297
    M. Cordts, M. Omran, S. Ramos, T. Rehfeld, M. Enzweiler, R. Benenson, U. Franke, S. Roth, and B. Schiele, "The cityscapes dataset for semantic urban scene understanding, " In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3213-3223. 2016. https://arxiv.org/pdf/1604.01685.pdf
    R. Mur-Artal, J.M.M., and J. D. Tardos, "ORB-SLAM:a versatile and accurate monocular SLAM system, " IEEE Transactions on Robotics, vol. 31, no. 5, pp. 1147-1163, 2015. doi: 10.1109/TRO.2015.2463671
    A. Dosovitskiy, P. Fischer, E. Ilg, P. Hausser, C. Hazirbas, V. Golkov, P. V. D. Smagt, D. Cremers, and T. Brox, "Flownet:Learning optical flow with convolutional networks, "In Proceedings of the IEEE International Conference on Computer Vision, pp. 2758-2766. 2015. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=
    C. Premebida, J. Carreira, J. Batista, and U. Nunes, "Pedestrian detection combining rgb and dense lidar data, "In Proc. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2014), pp. 4112-4117. IEEE, 2014. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6943141
    Google's self-driving car[online], Available: "https://waymo.com/
    L. Li, W. L. Huang, Y. Liu, N. N. Zheng, and F. Y. Wang, "Intelligence testing for autonomous vehicles:a new approach, " IEEE Transactions on Intelligent Vehicles, vol. 1, no. 2 pp. 158-166, 2016. doi: 10.1109/TIV.2016.2608003
    Mobileye autonomous driving[online], Available: https://www.mobileye.com/future-of-mobility/history-autonomousdriving/
    J. Koutník, G. Cuccu, J. Schmidhuber, and F. Gomez, "Evolving largescale neural networks for vision-based torcs, " pp. 206-212, 2013.
    U. Muller, J. Ben, E. Cosatto, B. Flepp, and Y. L. Cun, "Off-road obstacle avoidance through end-to-end learning, " In Advances in Neural Information Processing Systems, pp. 739-746. 2006. http://citeseerx.ist.psu.edu/search?t=doc&q=Off-Road+Obstacle+Avoidance+through+End-to-End+Learning.
    C. Chen, A. Seff, A. Kornhauser, and J. Xiao, "Deepdriving: Learning affordance for direct perception in autonomous driving, " In Proceedings of the IEEE International Conference on Computer Vision, pp. 2722-2730. IEEE, 2015. doi: 10.1109/ICCV.2015.312
    H. G. Seif, and X. Hu, "Autonomous Driving in the iCity-HD Maps as a Key Challenge of the Automotive Industry, " Engineering, vol. 2, no. 2, pp. 159-162, 2016. doi: 10.1016/J.ENG.2016.02.010
    G. Máttyus, S. Wang, S. Fidler, and R. Urtasun, "Hd maps:Fine-grained road segmentation by parsing ground and aerial images, " In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3611-3619. 2016. http://www.cs.toronto.edu/~urtasun/publications/matthyus_etal_cvpr16.pdf
    J. Levinson, M. Montemerlo, and S. Thrun, "Map-Based Precision Vehicle Localization in Urban Environments, " In Robotics:Science and Systems, vol. 4, 2007.
    B. Kehoe, S. Patil, P. Abbeel, and K. Goldberg, "A survey of research on cloud robotics and automation, " IEEE Transactions on Automation Science and Engineering, vol. 12, no. 2, pp. 398-409, 2015. doi: 10.1109/TASE.2014.2376492
    Autonomous Automotive Cybersecurity[online], Available: https://karambasecurity.com/static/pdf/Autonomous-AutomotiveCybersecurity-Report.pdf
    J. Petit, B. Stottelaar, M. Feiri, and F. Kargl, "Remote attacks on automated vehicles sensors:Experiments on camera and lidar" Black Hat Europe, vol. 11, 2015.
    M. Gerla, "Vehicular cloud computing, " In Ad Hoc Networking Workshop (Med-Hoc-Net), In Proc. the 11th Annual Mediterranean, pp. 152-155. IEEE, 2012.
    J. Wang, J. Cho, S. Lee, and T. Ma, "Real time services for future cloud computing enabled vehicle networks, " In Proc. International Conference on Wireless Communications and Signal Processing (WCSP), pp. 1-5. IEEE, 2011. http://ieeexplore.ieee.org/document/6096957/
    R. Bauza, J. Gozalvez, and J. Sanchez-Soriano, "Road traffic congestion detection through cooperative vehicle-to-vehicle communications, " In Proc. IEEE 35th Conference on Local Computer Networks (LCN), pp. 606-612. IEEE, 2010. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=5735780&sortType%3Dasc_p_Sequence%26filter%3DAND%28p_IS_Number%3A5735635%29%26pageNumber%3D5
    S. Olariu, and M. C. Weigle, eds. Vehicular networks: from theory to practice. Crc Press, 2009.
    M. Whaiduzzaman, M. Sookhak, A. Gani, and R. Buyya, "A survey on vehicular cloud computing, "Journal of Network and Computer Applications, vol. 40, pp. 325-344, 2014. http://www.sciencedirect.com/science/article/pii/S1084804513001793
    H. Zhang, Q. Zhang, and X. Du, "Toward vehicle-assisted cloud computing for smartphones, "IEEE Transactions on Vehicular Technology, vol. 64, no. 12, pp. 5610-5618, 2015. doi: 10.1109/TVT.2015.2480004
    J. Zhang, F. Y. Wang, K. Wang, W. Lin, X. Xu, and C. Chen, "Datadriven intelligent transportation systems:a survey, " IEEE Transactions on Intelligent Transportation Systems, vol. 12, no. 4, pp. 1624-1639, 2011. doi: 10.1109/TITS.2011.2158001
    J. Cheng, H. Zhou, N. Zhang, W. Xu, Q. Yu, L. Gui, and X. Shen, "Service-Oriented Dynamic Connection Management for Software Defined Internet of Vehicles, " IEEE Trans. on Intelligent Transportation Systems, vol. 18, no. 10, pp. 2826-2837, 2017. doi: 10.1109/TITS.2017.2705978
    H. Li, Y. Yang, X. Liang, T.H. Luan, L. Zhou, and X. Shen, "Enabling fine-grained multi-keyword search supporting classified sub-dictionaries over encrypted cloud data, " IEEE Trans. on Dependable and Secure Computing, vol. 13, no. 3, pp. 312-325, 2016. doi: 10.1109/TDSC.2015.2406704
    T. H. Luan, R. Lu, X. Shen, and F. Bai, "Social on the road:enabling secure and efficient social networking on highways, " IEEE Wireless Communications, vol. 22, no. 1, pp. 44-51, 2015. doi: 10.1109/MWC.2015.7054718
    X. Cheng, X. Hu, L. Yang, I. Husain, F. Y. Wang, "Electrified vehicles and the smart grid:The ITS perspective, " IEEE Transactions on Intelligent Transportation Systems, vol. 15, no. 4, pp. 1388-1404, 2014. doi: 10.1109/TITS.2014.2332472


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