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Accessible review of internet of vehicle models for intelligent transportation and research gaps for potential future directions

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Abstract

This paper presents a state-of-the-art review of various models of Internet of Vehicles (IoV) that were proposed to revolutionize the transportation and automation industry. In the last few years, IoV technology has emerged as a global revolution, demonstrating considerable impact upon the transportation and automation industry, hence, the interest of the researchers bends towards the utility of the IoV technology which motivated us to present a comprehensive review. This paper, thus, collates recent findings along with some anticipated applications of IoV technologies for transportation. It brings to light the evolution of the IoV studies referred as models for transportation since its birth and aims to present a deep insightful review of various IoV technologies with their strengths and weaknesses. The reviewed literature is organized systematically to give a categorical overview of recent developments. This article also discusses the outstanding potentialities and challenges that exist in transportation from IoV perspective with the belief that these will have the capacity to be addressed in the near future. As there is no review literature on IoV technology available for transportation. Hence, we strongly believe that this study will be useful and enable the researchers to utilize IoV technologies to solve complex outstanding problems in transportation and automation.

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Notes

  1. IoV is abbreviated as Internet of Vehicles which has also been referred to by various names like ICV (Internet Connected Vehicles) or CV (Connected Vehicles) or AUV (Autonomous Vehicles) by other academicians.

    2 V2X represents V2V, V2I, V2H, V2R and V2C which is also referred to as V2α by other academicians.

References

  1. Stankovic JA (2014) Research directions for the internet of things. IEEE Internet Things J 1(1):3–9. https://doi.org/10.1109/jiot.2014.2312291

    Article  Google Scholar 

  2. Minerva R, Biru A, Rotondi D (2015) Towards a definition of the internet of things (IoT). IEEE Int Initiat 1:1–86

    Google Scholar 

  3. Sun W, Liu J, Zhang H (2017) When smart Wearables meet intelligent vehicles: challenges and future directions. IEEE Wirel Commun 24(3):58–65. https://doi.org/10.1109/mwc.2017.1600423

    Article  Google Scholar 

  4. Masse RA, Contreras (2019) Application of IoT with haptics interface in the smart manufacturing industry. Int J Comb Optim Probl Inf 10:57–70

    Google Scholar 

  5. Jo K, Kim J, Kim D, Jang C, Sunwoo M (2014) Development of autonomous Car—part I: distributed system architecture and development process. IEEE Trans Ind Electron 61(12):7131–7140. https://doi.org/10.1109/tie.2014.2321342

    Article  Google Scholar 

  6. Mehar S, Zeadally S, Remy G, Senouci SM (2015) Sustainable transportation management system for a Fleet of electric vehicles. IEEE Trans Intell Transp Syst 16(3):1401–1414. https://doi.org/10.1109/tits.2014.2367099

    Article  Google Scholar 

  7. Zeadally SS, Hunt R, Chen YS, Irwin A, Hassan A (2012) Vehicular ad hoc networks (vanets): status, results, and challenges. Telecommun Syst 50:217–241. https://doi.org/10.1007/s11235-010-9400-5

  8. Kanti DS (2016) Integrating connected vehicles in internet of things ecosystems: challenges and solutions. IEEE 17th international symposium on a world of wireless. Mob Multime Netw (WoWMoM) IEEE Veh Technol Mag 12:26–35. https://doi.org/10.1109/WoWMoM.2016.7523574

  9. Wang J, Shao Y, Ge Y, Yu R (2019) A survey of vehicle to everything (v2x) testing. Sensors 19:334–334. https://doi.org/10.3390/s19020334

  10. Kumar R, Dave M (2012) A review of various vanet data dissemination protocols. Int J u-ande-service. Sci Technol 5:27–44

  11. Rawat DB, Bista BB, Yan G, Olariu S (2014) Vehicle-to-vehicle connectivity and communication framework for vehicular ad-hoc networks. Eighth International Conference on Complex, Intelligent and Software Intensive Systems, pp. 44–49. https://doi.org/10.1109/CISIS.2014.7

  12. Zhao Y, Zhang H, Sun W, Bai Z, Pan C (2014) Performance evaluation of IEEE 802.11 p vehicle to infrastructure communication using off-the-shelf IEEE 802.11 a hardware. 17th international IEEE conference on intelligent Transportation Systems (ITSC), pp. 3004–3009. https://doi.org/10.1109/ITSC.2014.6958172

  13. Amodu OA, Othman M (2018) Machine-to-machine communication: an overview of opportunities. Commun Netw 145:255–276. https://doi.org/10.1016/j.comnet.2018.09.001

    Article  Google Scholar 

  14. Hobert L, Festag A, Llatser I, Altomare L, Visintainer F, Kovacs A (2015) Enhancements of V2X communication in support of cooperative autonomous driving. IEEE Commun Mag 53(12):64–70. https://doi.org/10.1109/mcom.2015.7355568

    Article  Google Scholar 

  15. Wang X, Ning Z, Hu X, Wang L, Guo L, Hu B, Wu X (2019) Future communications and energy Management in the Internet of vehicles: toward intelligent energy-harvesting. IEEE Wirel Commun 26(6):87–93

    Article  Google Scholar 

  16. Mondal A, Mitra S (2020) Security issues in vehicular ad hoc networks for evolution towards internet of vehicles. In: Connected Vehicles in the Internet of Things, Springer, pp 253–307. https://doi.org/10.1007/978-3-030-36167-9_10

  17. Belavadi SS, Malik V, Udayakumar T, Srinivas A, Mohan R (2017) IoV based dynamic batch formation and scheduling technique for driverless vehicles. IEEE region 10 symposium (TENSYMP), pp 1–6. https://doi.org/10.1109/TENCONSpring.2017.8070011

  18. Borcoci E, Obreja S, Vochin M (2017) Internet of vehicles functional architectures-comparative critical study. The Ninth International Conference on Advances in Future Internet AFIN, pp 10–14

  19. Kong L, Khan MK, Wu F, Chen G, Zeng P (2017) Millimeter-wave wireless communications for IoT-cloud supported autonomous vehicles: overview, design, and challenges. IEEE Commun Mag 55(1):62–68. https://doi.org/10.1109/mcom.2017.1600422cm.2017

    Article  Google Scholar 

  20. Liu J, Zhang S, Sun W, Shi Y (2017) In-vehicle network attacks and counter- measures: challenges and future directions. IEEE Netw 31(5):50–58. https://doi.org/10.1109/MNET.2017.1600257

  21. Abbas MT, Muhammad A, Song WC (2020) SD-IoV: SDN enabled routing for internet of vehicles in road-aware approach. J Ambient Intell Humaniz. Comput 11(3):1265–1280. https://doi.org/10.1007/s12652-019-01319-w

    Article  Google Scholar 

  22. Xu W, Snider J, Wei J, Dolan JM (2015) Context-aware tracking of moving objects for distance keeping. 2015 IEEE Intelligent Vehicles Symposium (IV), pp 1380–1385. https://doi.org/10.1109/IVS.2015.7225908

  23. Tian XY, Liu YH, Wang J, Deng WW, Oh H (2016) Computational security for context-awareness in vehicular ad-hoc networks. IEEE Access 4:5268–5279. https://doi.org/10.1109/access.2016.2598155

    Article  Google Scholar 

  24. Khelifi H, Luo S, Nour B, Moungla H, Faheem Y, Hussain R, Ksentini A (2020) Named data networking in vehicular ad hoc networks: state-of-the-art and challenges. IEEE Commun Surv Tutorials 22(1):320–351. https://doi.org/10.1109/comst.2019.2894816

    Article  Google Scholar 

  25. Kerrche CA, Ahmad F, Elhoseny M, Adnane A, Ahmad Z, Nour B (2020) Internet of vehicles over named data networking: current status and future challenges. In: Emerging Technologies for Connected Internet of Vehicles and Intelligent Transportation System Networks, Springer, pp 83–99. https://doi.org/10.1007/978-3-030-22773-9_7

  26. Yang F (2014) An overview of internet of vehicles. China Commun 11:1–15. https://doi.org/10.1109/CC.2014.6969789

  27. Singh D, Singh M (2015) Internet of vehicles for smart and safe driving. 2015 international conference on connected vehicles and expo (ICCVE), pp 328–329. https://doi.org/10.1109/ICCVE.2015.93

  28. Jiau MK, Huang SC, Hwang JN, Vasilakos AV (2015) Multimedia Services in Cloud-Based Vehicular Networks. IEEE Intell Transp Syst Mag 7(3):62–79. https://doi.org/10.1109/mits.2015.2417974

    Article  Google Scholar 

  29. Amadeo MM, Campolo C, Molinaro A (2012) CRoWN: Content-Centric Net- working in Vehicular Ad Hoc Networks. IEEE Commun Lett 16(9):1380–1383. https://doi.org/10.1109/lcomm.2012.072012.120282

    Article  Google Scholar 

  30. Amadeo M, Campolo C, Molinaro A (2013) Design and analysis of a transport- level solution for content-centric vanets. 2013 IEEE International Conference on Communications Workshops (ICC), pp. 532–537. https://doi.org/10.1109/ICCW.2013.6649291

  31. Senouci O, Aliouat Z, Harous S (2019) A review of routing protocols in internet of vehicles and their challenges. Sens Rev 39(1):58–70. https://doi.org/10.1108/sr-08-2017-0168

    Article  Google Scholar 

  32. Wan, Shaohua, Gu R, Umer T, Salah K, Xu X (2020) Toward offloading internet of vehicles applications in 5G networks. IEEE Trans Intell Transp Syst 1:9. https://doi.org/10.1109/TITS.2020.3017596

  33. Maglaras L, Al-Bayatti AH, He Y, Wagner I, Janicke H (2016) Social internet of vehicles for smart cities. J Sens Actuator Netw 5:33. https://doi.org/10.3390/jsan5010003

  34. Siddiqa A, Shah MA, Khattak HA, Akhunzada A, Ali I, Razak ZB, Gani A (2018) Social internet of vehicles: complexity, Adaptivity, issues and beyond. IEEE Access 6:62089–62106. https://doi.org/10.1109/ACCESS.2018.2872928

  35. Zhang W, Xi X (2016) The innovation and development of internet of vehicles. China Commun 13(5):122–127. https://doi.org/10.1109/cc.2016.7489980

    Article  Google Scholar 

  36. Bechler M, Wolf L, Storz O, Franz WJ (2003) Efficient discovery of internet gateways in future vehicular communication systems. The 57th IEEE semiannual vehicular technology conference, 2003 VTC 2003-spring 2. https://doi.org/10.1109/VETECS.2003.1207769

  37. Hussain R, Abbas F, Son J, Kim S, Oh H (2014) Using public buses as mobile gateways in vehicular clouds. 2014 IEEE International Conference on Consumer Electronics (ICCE), pp 175–176. https://doi.org/10.1109/ICCE.2014.6775960

  38. Jiacheng C, Haibo ZH, Ning Z, Peng Y, Lin G, Sherman SX (2016) Software defined internet of vehicles: architecture, challenges and solutions. J Commun Inf Netw 1:14–26. https://doi.org/10.11959/j.issn.2096-1081.2016.002

  39. Kehal M, Zhang ZJ (2018) Social internet of vehicles: an epistemological and systematic perspective. Library Hi Tech 38(1):221–231. https://doi.org/10.1108/lht-12-2017-0259

    Article  Google Scholar 

  40. Campolo C, Molinaro A, Iera A (2018) A reference framework for social- enhanced vehicle-to-everything communications in 5G scenarios. Comput Netw 143:140–152. https://doi.org/10.1016/j.comnet.2018.07.010

    Article  Google Scholar 

  41. Awang A, Husain K, Kamel N, Aissa S (2017) Routing in vehicular ad-hoc networks: a survey on single- and cross-layer design techniques, and perspectives. IEEE Access 5:9497–9517. https://doi.org/10.1109/access.2017.2692240

    Article  Google Scholar 

  42. Dhall N (2017) A survey on cross layer designs for routing in vehicular ad-hoc networks

  43. Abbasi I, Khan AS (2018) A review of vehicle to vehicle communication protocols for VANETs in the urban environment. Future Int 10(2):14–14. https://doi.org/10.3390/fi10020014

    Article  Google Scholar 

  44. Ahmed E, Gharavi H (2018) Cooperative vehicular networking: a survey. IEEE Trans Intell Transp Syst 19(3):996–1014. https://doi.org/10.1109/tits.2018.2795381

    Article  Google Scholar 

  45. Khan UA, Lee SS (2019) Multi-layer problems and solutions in VANETs: a review. Electron 8(2):204–204. https://doi.org/10.3390/electronics8020204

    Article  Google Scholar 

  46. Storck CR, Duarte-Figueiredo F (2020) A survey of 5G technology evolution, standards, and infrastructure associated with vehicle-to-everything com- munications by internet of vehicles. IEEE Access 8:117593–117614. https://doi.org/10.1109/access.2020.3004779

    Article  Google Scholar 

  47. Gawas MA, Govekar S (2020) State-of-art and open issues of cross-layer design and QOS routing in internet of vehicles. Wirel Pers Commun pp 1–37. https://doi.org/10.1007/s11277-020-07790-5

  48. Ji H, Alfarraj O, Tolba A (2020) Artificial intelligence-empowered edge of vehicles: architecture, enabling technologies, and applications. IEEE Access 8:61020–61034. https://doi.org/10.1109/access.2020.2983609

    Article  Google Scholar 

  49. Mitola J, Maguire GQ (1999) Cognitive radio: making software radios more personal. Wirel Pers Commun 6(4):13–18. https://doi.org/10.1109/98.788210

    Article  Google Scholar 

  50. Felice MD, Doost-Mohammady R, Chowdhury K, Bononi L (2012) Smart radios for smart vehicles: cognitive vehicular networks. IEEE Veh Technol Mag 7(2):26–33. https://doi.org/10.1109/mvt.2012.2190177

    Article  Google Scholar 

  51. Felice MD, Chowdhury KR, Bononi L (2013) Cognitive radio ve- hicular ad hoc networks: design, implementation, and future challenges, Mobile ad hoc networking: cutting edge directions, Second Edition 619–644. https://doi.org/10.1002/9781118511305

  52. Singh KD, Rawat P, Bonnin JM (2014) Cognitive radio for vehicular ad hoc networks (CR-VANETs): approaches and challenges. EURASIP J Wirel Commun Netw 2014(1):1–22. https://doi.org/10.1186/1687-1499-2014-49

    Article  Google Scholar 

  53. Chembe C, Noor RM, Ahmedy I, Oche M, Kunda D, Liu CH (2017) Spectrum sensing in cognitive vehicular network: state-of-art, challenges and open issues. Comput Commun 97:15–30. https://doi.org/10.1016/j.comcom.2016.09.002

    Article  Google Scholar 

  54. Silva CM, Masini BM, Ferrari G, Thibault I (2017) A survey on infrastructure- based vehicular networks. Mob Inf Syst 2017:1–28. https://doi.org/10.1155/2017/6123868

    Article  Google Scholar 

  55. Kuutti S, Fallah S, Katsaros K, Dianati M, Mccullough F, Mouzakitis A (2018) A survey of the state-of-the-art localization techniques and their potentials for autonomous vehicle applications. IEEE Internet Things J 5(2):829–846. https://doi.org/10.1109/jiot.2018.2812300

    Article  Google Scholar 

  56. Gerla M, Kleinrock L (2011) Vehicular networks and the future of the mobile internet. Commun Netw 55(2):457–469. https://doi.org/10.1016/j.comnet.2010.10.015

    Article  Google Scholar 

  57. Dimitrakopoulos G (2011) Intelligent transportation systems based on internet-connected vehicles: fundamental research areas and challenges. 11th international conference on ITS telecommunications, pp 145–151. https://doi.org/10.1109/ITST.2011.6060042

  58. Imadali S, Kaiser A, Decremps S, Petrescu A, Vèque V (2013) V2V2I: extended inter-vehicles to infrastructure communication paradigm. Global Information Infrastructure Symposium-GIIS 2013, pp 1–3. https://doi.org/10.1109/GIIS.2013.6684366

  59. Tiwari P, Kushwah R (2015) Traffic analysis for VANET using WAVE and WiMAX. International conference on communication networks (ICCN), Gwalior, pp 343–346. https://doi.org/10.1109/ICCN.2015.65

  60. Kaiwartya O, Abdullah AH, Cao Y, Altameem A, Prasad M, Lin CT, Liu X (2016) Internet of vehicles: motivation, layered architecture, network model, challenges, and future aspects. IEEE Access 4:5356–5373. https://doi.org/10.1109/ACCESS.2016.2603219

  61. Apec (2014) White paper of Internet of Vehicles. 50th Telecommunications and information working group meeting, Brisbane, Australia

    Google Scholar 

  62. Hossain E, Niyato D, Han Z (2009) Dynamic spectrum access and management in cognitive radio networks. Cambridge university press

  63. Chao C, Yanmin Z (2013) Augmenting vehicular 3G users through intervehicle communications. Wireless Communications and Networking Conference (WCNC) pp 1651–1656. https://doi.org/10.1109/WCNC.2013.6554811

  64. Yuan Y, Lei R, Xue L, Xingshe (2013) Delay analysis and study of IEEE 802.11p based DSRC safety communication in a highway environment. In: Proceedings of the IEEE INFOCOM 2013, pp 1591–1599. https://doi.org/10.1109/INFCOM.2013.6566955

  65. Hu G, Huang A, He R, Ai B, Chen Z (2014) Theory analysis of the handover challenge in express train access networks (ETAN). China Commun 11(7):92–98. https://doi.org/10.1109/cc.2014.6895388

    Article  Google Scholar 

  66. Datta SK, Harri Z, Bonnet C, Ferreira da Costa R (2017) Vehicles as connected resources: opportunities and challenges for the future. IEEE Veh Technol Mag 12(2):26–35. https://doi.org/10.1109/MVT.2017.2670859

  67. Contreras-Castillo J, Zeadally S, Ibanez JAG (2016) Solving vehicular ad hoc network challenges with big data solutions. IET Netw 5(4):81–84. https://doi.org/10.1049/iet-net.2016.0001

  68. Kamouch A, Chaoub A, Guennoun Z (2018) Mobile big data in vehicular networks: the road to internet of vehicles. Springer, Cham. https://doi.org/10.1007/978-3-319-67925-9_6

  69. Xu W (2018) Internet of vehicles in big data era. IEEE/CAA J Automatica Sin 5:19–35. https://doi.org/10.1109/JAS.2017.7510736

  70. Pourghebleh B, Navimipour NJ (2019) Towards efficient data collection mechanisms in the vehicular ad hoc networks. Int J Commun Syst 32(5):e3893–e3893. https://doi.org/10.1002/dac.3893

    Article  Google Scholar 

  71. Gerla M, Lee EK, Pau G, Lee U (2014) Internet of vehicles: from intelligent grid to autonomous cars and vehicular clouds. IEEE world forum on internet of things, pp 241–246. https://doi.org/10.1109/WF-IoT.2014.6803166

  72. Lee E, Kyu GM, Pau G, Lee U, Lim JH (2016) Internet of vehicles: from intelligent grid to autonomous cars and vehicular fogs. Int J Distributed Sensor Net w 12:1550147716665500–1550147716665500. https://doi.org/10.1177/1550147716665500

  73. Zhou H, Xu W, Chen J, Wang W (2020) Evolutionary V2X technologies toward the internet of vehicles: challenges and opportunities. Proc IEEE 108:308–323. https://doi.org/10.1109/JPROC.2019.2961937

  74. Litman T (2007) Autonomous vehicle implementation predictions implications for transport planning

  75. Litman T (2018) Autonomous vehicle implementation predictions: Implications for transport planning. Victoria Transport policy Institute

  76. Campbell M, Egerstedt M, How JP, Murray RM (1928) Autonomous driving in urban environments: approaches, lessons and challenges. Philos Trans R Soc London Ser A : Mathematical Phys Eng Sci 368:4649–4672. https://doi.org/10.1098/rsta.2010.0110

  77. 5G-PPP, “5G Automotive Vision,” (2015) [Online]. Available: https://5g-ppp.eu/wp-content/uploads/2014/02/5G-PPP-White-Paper-on-Automotive-Vertical-Sectors.pdf

  78. Department for Transport, “Research on the Impacts of Connected and Autonomous Vehicles (CAVs) on Traffic Flow: Summary Report,” (2016) [Online]. Available: https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/530091/impacts-of-connected-and-autonomous-vehicles-on-traffic-flow-summary-report.pdf

  79. Trösterer S, Meschtscherjakov A, Wilfinger D, Tscheligi M (2014) Eye-tracking in the car: challenges in a dual-task scenario on a test track. In: automotive UI ‘14: 6th international conference on automotive user interfaces and interactive vehicular applications, ACM, pp 1–6. https://doi.org/10.1145/2667239.2667277

  80. Meschtscherjakov A, Wilfinger D, Murer M, Osswald S, Tscheligi M (2014) Hands-on-the- wheel: exploring the design space on the back side of a steering wheel. Ambient Intell 8850:299–314. https://doi.org/10.1007/978-3-319-14112-1_24

  81. Meschtscherjakov A, Döttlinger C, Rödel M, Tscheligi M (2015) ChaseLight: ambient LED stripes to control driving speed. In: proceedings of the 7th international conference on automotive user interfaces and interactive vehicular applications, pp. 212–219. https://doi.org/10.1145/2799250.2799279

  82. Grah T, Meschtscherjakov A, Tscheligi M (2016) Dorsal haptic sensory aug- mentation: fostering drivers awareness of their surroundings with a haptic car seat. Proceedings of the 11th international conference on PERSUASIVE technology PERSUASIVE 2016, pp. 59–62. https://persuasive2016.org/wp-content/uploads/2016/04/pt16_adj_proceedings_finals.pdf#page=70

  83. Okuda R, Kajiwara Y, Terashima K (2014) A survey of technical trend of adas and autonomous driving. Proceedings of technical program - 2014 international symposium on VLSI technology, systems and application (VLSI-TSA), pp 1–4. https://doi.org/10.1109/VLSI-DAT.2014.6834940

  84. Jo K, Kim J, Kim D, Jang C, Sunwoo M (2015) Development of autonomous Car—part II: a case study on the implementation of an autonomous driving system based on distributed architecture. IEEE Trans Ind Electron 62(8):5119–5132. https://doi.org/10.1109/tie.2015.2410258

    Article  Google Scholar 

  85. Hussain R, Zeadally S (2019) Autonomous cars: Research results, issues and future challenges. IEEE Commun Surv Tutorials 21(2):1275–1313. https://doi.org/10.1109/comst.2018.2869360

    Article  Google Scholar 

  86. Hamid UZ, Abdul H, Zamzuri DK, Limbu (2019) Internet of vehicle (IoV) applications in expediting the implementation of smart highway of autonomous vehicle: a survey. Performability in Internet of Things, Springer, In, pp 137–157. https://doi.org/10.1007/978-3-319-93557-7_9

  87. Sadiku MNO, Gupta N, Patel KK, Musa SM (2020) An overview of intelligent transportation Systems in the Context of internet of vehicles. Internet of Vehicles and its Applications in Autonomous Driving, pp 3–11. https://doi.org/10.1007/978-3-030-46335-9_1

  88. Booysen MJ, van Rooyen GJ, Zeadally S (2011) Survey of media access control protocols for vehicular ad hoc networks. IET Commun 5(11):1619–1631. https://doi.org/10.1049/iet-com.2011.0085

    Article  Google Scholar 

  89. Booysen T, Gilmore J, Zeadally S, Rooyen J (2012) Machine-to-machine (M2M) communications in vehicular networks. KSII Trans Int Inf Syst 6(2):529–546

    Google Scholar 

  90. Omar HA, Zhuang W, Li L (2013) VeMAC: a TDMA-based MAC protocol for reliable broadcast in VANETs. IEEE Trans Mob Comput 12(9):1724–1736. https://doi.org/10.1109/tmc.2012.142

    Article  Google Scholar 

  91. Bharati S, Zhuang W (2013) CAH-MAC: cooperative ADHOC MAC for vehicular networks. IEEE J Sel Areas Commun 31(9):470–479. https://doi.org/10.1109/jsac.2013.sup.0513042

    Article  Google Scholar 

  92. Huang JM (2013) Research on internet of vehicles and its application in intelligent transportation. Appl Mech Mater 321-324:2818–2821. https://doi.org/10.4028/www.scientific.net/amm.321-324.2818

    Article  Google Scholar 

  93. Lu N, Cheng N, Zhang N, Shen X, Mark JW (2014) Connected vehicles: solutions and challenges. IEEE Internet Things J 1:289–299. https://doi.org/10.1109/JIOT.2014.2327587

  94. Wu W, Yang Z, Li K (2016) Internet of vehicles and applications. Internet of Things Morgan Kaufmann 299–317. https://doi.org/10.1016/B978-0-12-805395-9.00016-2

  95. Qu F, Wu Z, Wang FY, Cho W (2015) A security and privacy review of vanets. IEEE Trans Intell Transp Syst 16:2985–2996. https://doi.org/10.1109/TITS.2015.2439292

  96. Azees M, Deborah LJ, Vijayakumar P (2016) Comprehensive survey on security services in vehicular ad-hoc networks. IET Intell Transp Syst 10(6):379–388. https://doi.org/10.1049/iet-its.2015.0072

    Article  Google Scholar 

  97. Ning Z, Kwok RYK, Zhang K, Wang X, Obaidat MS, Guo L, Hu X, Hu B, Guo Y, Sadoun B (2020) Joint computing and caching in 5G-envisioned internet of vehicles: a deep reinforcement learning-based traffic control system. IEEE Trans Intell Transp Syst pp 1–12. https://doi.org/10.1109/tits.2020.2970276

  98. Pavan B, Sri M, Mahesh VP, Harigovindan (2020) IEEE 802.11 ah for Internet of Vehicles: Design Issues and Challenges. Internet of Vehicles and its Applications in Autonomous Driving. Springer 1, pp 41–61. https://doi.org/10.1007/978-3-030-46335-9_4

  99. Woo S, Jo HJ, Lee DH (2014) A practical wireless attack on the connected car and security protocol for in-vehicle can. IEEE Trans Intell Transp Syst 16(2):993–1006. https://doi.org/10.1109/TITS.2014.2351612

  100. Woo S, Jo HJ, Kim IS, Lee DH (2016) A practical security architecture for in-vehicle can-fd. IEEE Trans Intell Transp Syst 17:2248–2261. https://doi.org/10.1109/TITS.2016.2519464

  101. Bhardwaj I, Khara S (2018) Research trends in architecture, security, services and applications of internet of vehicles (IOV). 2018 international conference on computing. https://doi.org/10.1109/GUCON.2018.8674992

  102. Groza B, Murvay PS (2018) Security solutions for the controller area net- work: bringing authentication to in-vehicle networks. IEEE Veh Technol Mag 13(1):40–47. https://doi.org/10.1109/mvt.2017.2736344

    Article  Google Scholar 

  103. Asuquo P (2018) Security and privacy in location-based Services for Vehicular and Mobile Communications: an overview, challenges, and Countermeasures. IEEE Internet Things J 5:4778–4802. https://doi.org/10.1109/JIOT.2018.2820039

  104. Boumerdassi S, Renault à (2016) A flooding-based solution to improve location services in vanets. IEEE Int Conf Commun (ICC) 2016:1–6. https://doi.org/10.1109/ICC.2016.7511575

  105. Aissaou R, Dhraief A, Belghith A, Menouar H, Filali F, Mathkour H (2016) Vals: vehicle-aided location service in urban environment. IEEE Wirel Commun Netw Conf 1–6. https://doi.org/10.1109/WCNC.2016.7565020

  106. Banani S, Goron S (2014) Selecting basic safety messages to verify in VANETs using zone priority. The 20th Asia-Pacific conference on Pattaya, pp 423–428. https://doi.org/10.1109/APCC.2014.7092849

  107. Hamida EB, Javed MA (2016) Channel-aware ECDSA signature verification of basic safety messages with k-means clustering in VANETs. Proceedings of IEEE international conference on advanced information networking and applications, pp 1–8. https://doi.org/10.1109/AINA.2016.51

  108. Sun Y (2015) Security and privacy in the internet of vehicles. 2015 international conference on identification, information, and knowledge in the internet of things (IIKI). https://doi.org/10.1109/IIKI.2015.33

  109. Bariah L, Shehada D, Salahat E, Yeun CY (2015) Recent advances in vanet security: a survey. 2015 IEEE 82nd vehicular technology conference (VTC2015-fall), pp 1–7. https://doi.org/10.1109/VTCFall.2015.7391111

  110. Papadimitratos P (2016) Security on wheels: Security and privacy for vehicular communication systems. In: Proceedings of the 2016 ACM SIGSAC conference on computer and communications security, CCS ‘16, ACM, pp 1855–1856. https://doi.org/10.1145/2976749.2976752

  111. Sharma S, Kaushik B (2020) A comprehensive review of nature-inspired algorithms for internet of vehicles. 2020 international conference on emerging smart computing and informatics (ESCI). https://doi.org/10.1109/ESCI48226.2020.9167513

  112. Contreras-Castillo J, Zeadally S, Ibáñez JAG (2017) A seven-layered model architecture for internet of vehicles. J Inf Telecommunication 1(1):4–22. https://doi.org/10.1080/24751839.2017.1295601

    Article  Google Scholar 

  113. Contreras-Castillo J, Zeadally S, Guerrero-Ibanez JA (2018) Internet of vehicles: architecture, protocols, and security. IEEE Internet Things J 5(5):3701–3709. https://doi.org/10.1109/jiot.2017.2690902

    Article  Google Scholar 

  114. Qureshi KN, Din S, Jeon G, Piccialli F (2020) Internet of vehicles: key technologies, network model, solutions and challenges with future aspects. IEEE Trans Intell Transp Syst pp 1–10. https://doi.org/10.1109/tits.2020.2994972

  115. Tuyisenge L (2018) Network architectures in internet of vehicles (IoV): review, protocols analysis, challenges and issues. In: International Conference on Internet of Vehicles, Springer. https://doi.org/10.1007/978-3-030-05081-8_1

  116. Ang LM, Seng KP, Ijemaru GK, Zungeru AM (2019) Deployment of IoV for smart cities: applications, architecture, and challenges. IEEE access 7:6473–6492. https://doi.org/10.1109/access.2018.2887076

    Article  Google Scholar 

  117. Hao W, Palekar M, Fujimoto R, Guenslar R, Hunter M, Lee J, Ko J (2005) An empirical study of short range communications for vehicles, 83–84. https://doi.org/10.1145/1080754.1080769

  118. Hao W, Lee J, Hunter M, Fujimoto R (2005) Efficiency of simulated vehicle-to-vehicle message propagation in Atlanta, Georgia, I-75 corridor. Transp Res Rec 1910(1):82–89. https://doi.org/10.1177/0361198105191000110

  119. Dutta AK, Elhoseny M, Dahiya V, Shankar K (2020) An efficient hierarchi- cal clustering protocol for multihop internet of vehicles communication. Trans Emerg Telecommun Technol 31(5):3690–3690. https://doi.org/10.1002/ett.3690

    Article  Google Scholar 

  120. Korkmaz G, Ekici E, Ozguner F (2006) Internet access protocol providing QoS in vehicular networks with infrastructure support. IEEE. https://doi.org/10.1109/ITSC.2006.1707421

  121. Du L, Ukkusuri S, Del Valle WF, Kalyanaraman S (2009) Optimization models to characterize the broadcast capacity of vehicular ad hoc networks. Transport Res Part C: Emerg Technol 17:571–585. https://doi.org/10.1016/j.trc.2008.07.003

  122. Lv P, Wang X, Xue X, Xu M (2015) SWIMMING: seamless and efficient WiFi-based internet access from moving vehicles. IEEE Trans Mob Comput 14:1085–1097. https://doi.org/10.1109/TMC.2014.2341652

  123. Tuyisenge L, Ayaida M, Tohme S, Afilal LE (2020) Handover mechanisms in internet of vehicles (IoV): survey, trends, challenges, and issues. Global advancements in connected and intelligent mobility: emerging research and opportunities, pp 1–64. https://doi.org/10.4018/978-1-5225-9019-4.ch001

  124. Liu Z, Qin K, Pei Z, Liu, J (2015) On Induced Soft Sets and Topology for the Parameter Set of a Soft Set. In 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing, pp 1349–1353. https://doi.org/10.1109/CIT/IUCC/DASC/PICOM.2015.200

  125. Eze E, Zhang S, Liu E, Eze J, Muhammad S (2018) Reliable and enhanced cooperative cross-layer medium access control scheme for vehicular commu- nication. IET netw 7(4):200–209. https://doi.org/10.1049/iet-net.2017.0232

    Article  Google Scholar 

  126. Eze EC, Zhang S, Liu E, Nweso EN, Eze JC (2016) Timely and reliable packets delivery over internet of vehicles for road accidents prevention: a cross-layer approach. IET netw 5(5):127–135. https://doi.org/10.1049/iet-net.2015.0112

    Article  Google Scholar 

  127. Namritha R, Karuppanan K (2011) Opportunistic dissemination of emergency messages using VANET on urban roads. 2011 international conference on recent trends in information technology (ICRTIT), pp 172–177. https://doi.org/10.1109/ICRTIT.2011.5972452

  128. Jin M, Zhou X, Luo E, Qing X (2015) Industrial-QoS-oriented remote wireless communication protocol for the internet of construction vehicles. IEEE Trans Ind Electron 62:7103–7113. https://doi.org/10.1109/TIE.2015.2438774

  129. Tropea M, Santamaria AF (2015) Vehicular traffic optimization in VANETs: a proposal for nodes re-routing and congestion reduction. Adv Electr Electron Eng 13(4):376–385. https://doi.org/10.15598/aeee.v13i4.1495

    Article  Google Scholar 

  130. Mersky AC, Samaras C (2016) Fuel economy testing of autonomous vehicles. Transport Res Part C: Emerg Technol 65:31–48. https://doi.org/10.1016/j.trc.2016.01.001

    Article  Google Scholar 

  131. He X, Ren Z, Shi C, Fang J (2016) A novel load balancing strategy of software-defined cloud/fog networking in the internet of vehicles. China Commun 13(Supplement2):140–149. https://doi.org/10.1109/cc.2016.7833468

    Article  Google Scholar 

  132. Fabian P, Rachedi A, Guéguen C (2020) Programmable objective function for data transportation in the Internet of Vehicles. Trans Emerg Telecommun Technol 31(5):3882–3882. https://doi.org/10.1002/ett.3882

    Article  Google Scholar 

  133. Fabian P (2018) Fuzzy-based objective function for routing protocol in the internet of things. IEEE global communications conference (GLOBECOM), pp 1–6. https://doi.org/10.1109/GLOCOM.2018.8647969

  134. Huang W, Ding L, Meng D, Hwang JN, Xu Y, Zhang W (2018) QoE-based resource allocation for heterogeneous multi-radio communication in software-defined vehicle networks. IEEE Access 6:3387–3399. https://doi.org/10.1109/ACCESS.2018.2800036

  135. Yuan Q, Li J, Liu Z, Yang F (2016) Space and time constrained data offloading in vehicular networks. IEEE 18th international conference on high performance Computing and communications; IEEE 14th international conference on Smart City; IEEE 2nd international conference on data science and systems (HPCC/SmartCity/DSS), pp 398–405. https://doi.org/10.1109/HPCC-SmartCity-DSS.2016.0064

  136. Davydov V, Bezzateev S (2020) Accident detection in internet of vehicles using Blockchain technology. 2020 international conference on information networking (ICOIN), pp 766–771. https://doi.org/10.1109/ICOIN48656.2020.9016602

  137. Chang B, Chen J, Hsieh C (2009) Markov decision process-based adaptive vertical handoff with RSS prediction in heterogeneous wireless networks. Wireless communications and networking conference (WCNC), pp 1–6. https://doi.org/10.1109/WCNC.2009.4917802

  138. Kunarak S, Seleesathira R (2010) Predictive RSS with fuzzy logic based vertical handoff algorithm in heterogeneous wireless networks. In: the 2010 international symposium on communications and information technologies (ISCIT), pp 189–194. https://doi.org/10.1109/ATC.2010.5672711

  139. Guerrero-Ibáñez A, Contreras-Castillo J, Barba A, Reyes A (2011) A QoS- based dynamic pricing approach for services provisioning in heterogeneous wireless access networks. Pervasive Mob Comput 7(5):569–583. https://doi.org/10.1016/j.pmcj.2010.10.003

    Article  Google Scholar 

  140. Guerrero-Ibanez JA, Zeadally S, Contreras-Castillo J (2015) Integration challenges of intelligent transportation systems with connected vehicle, cloud computing, and internet of things technologies. https://doi.org/10.1109/mwc.2015.7368833

  141. Bitam S, Mellouk A, Zeadally S (2015) VANET-cloud: a generic cloud computing model for vehicular ad hoc networks. IEEE Wirel Commun 22(1):96–102. https://doi.org/10.1109/mwc.2015.7054724]

    Article  Google Scholar 

  142. de la Iglesia I, Hernandez-Jayo U, Osaba E, Carballedo R (2017) Smart bandwidth assignation in an underlay cellular network for internet of vehicles. Sens 17(10):2217–2217. https://doi.org/10.3390/s17102217

    Article  Google Scholar 

  143. Chen C, Liu X, Qiu T, Liu L, Sangaiah AK (2017) Latency estimation based on traffic density for video streaming in the internet of vehicles. Comput Commun 111:176–186. https://doi.org/10.1016/j.comcom.2017.08.010

  144. Kumar PM, Usha DG, Manogaran G, Sundarasekar R, Chilamkurti N, Varatharajan R (2018) Ant colony optimization algorithm with Internet of Vehicles for intelligent traffic control system. Comput Netw 144:154–162. https://doi.org/10.1016/j.comnet.2018.07.001

    Article  Google Scholar 

  145. Alzamzami O, Mahgoub I (2019) Fuzzy logic-based geographic routing for urban vehicular networks using link quality and achievable through- put estimations. IEEE Trans Intell Transp Syst 20(6):2289–2300. https://doi.org/10.1109/tits.2018.2867177

    Article  Google Scholar 

  146. Wu Z, Lu Z, Hung PC, Huang SC, Tong Y, Wang Z (2019) QaMeC: a QoS-driven IoVs application optimizing deployment scheme in multimedia edge clouds. Futur Gener Comput Syst 92:17–28. https://doi.org/10.1016/j.future.2018.09.032

  147. Venkatramana DKN, Srikantaiah SB, Moodabidri J (2018) CISRP: connectivity-aware intersection-based shortest path routing protocol for VANETs in urban environments. IET netw 7(3):152–161. https://doi.org/10.1049/IET-net.2017.0012

    Article  Google Scholar 

  148. Zhang G, Wu M, Duan W, Huang X (2018) Genetic algorithm based QoS perception routing protocol for VANETs. Wireless Communications and Mobile Computing. https://doi.org/10.1155/2018/3897857

  149. Su Z, Hui Y, Xu Q, Yang T, Liu J, Jia Y (2018) An edge caching scheme to distribute content in vehicular networks. IEEE Trans Veh Technol 67:5346–5356. https://doi.org/10.1109/TVT.2018.2824345

  150. Mouhcine E, Mansouri K, Mohamed Y (2018) Solving traffic routing system using VANet strategy combined with a distributed swarm intelligence optimization, pp 1499–1511. https://doi.org/10.3844/jcssp.2018.1499.1511 

  151. Philip BV, Alpcan T, Jin J, Palaniswami M (2019) Distributed real-time IoT for autonomous vehicles. IEEE Trans Ind Inf 15(2):1131–1140. https://doi.org/10.1109/tii.2018.2877217

    Article  Google Scholar 

  152. Sherazi HHR, Khan ZA, Iqbal R, Rizwan S, Imran MA, Awan K (2019) A heterogeneous IoV architecture for data forwarding in vehicle to infrastructure communication. Mob Inf Syst 2019:1–12. https://doi.org/10.1155/2019/3101276

    Article  Google Scholar 

  153. Wang CCR, Lien JJJ (2008) Automatic vehicle detection using local features—a statistical approach. IEEE Trans Intell Transp Syst 9(1):83–96. https://doi.org/10.1109/tits.2007.908572

    Article  Google Scholar 

  154. Uppoor S, Fiore M (2015) Characterizing pervasive vehicular access to the cellular RAN infrastructure: an urban case study. IEEE Trans Veh Technol 64(6):2603–2614. https://doi.org/10.1109/tvt.2014.2343651

    Article  Google Scholar 

  155. Martínez-Vidal R, Martí R, Sreenan CJ, Borrell J (2016) Measuring QoS in an aeronautical opportunistic network architecture with limited ac- cess to a satellite communications backhaul. Mob Inf Syst 2016:1–12. https://doi.org/10.1155/2016/7601316

    Article  Google Scholar 

  156. Bauza R, Gozalvez J (2013) Traffic congestion detection in large-scale scenarios using vehicle-to-vehicle communications. J Netw Comput Appl 36(5):1295–1307. https://doi.org/10.1016/j.jnca.2012.02.007

    Article  Google Scholar 

  157. Park S, Kim J, Lee S, Hwang K (2017) Experimental analysis on control constraints for connected vehicles using vissim. International Symposia of Transport Simulation (ISTS) and the International Workshop on Traffic Data Collection and its Standardization (IWTDCS) 21:269–280

    Google Scholar 

  158. Lu N, Zhang N, Cheng N, Shen X, Mark JW, Bai F (2013) Vehicles meet infrastructure: toward capacity-cost tradeoffs for vehicular access networks. IEEE Trans Intell Transp Syst 14:1266–1277. https://doi.org/10.1109/TITS.2013.2258153

  159. Salahuddin MA, Al-Fuqaha A, Guizani M (2015) Software-defined networking for RSU clouds in support of the internet of vehicles. IEEE Internet Things J 2(2):133–144. https://doi.org/10.1109/jiot.2014.2368356

    Article  Google Scholar 

  160. Ligo AK, Peha JM, Ferreira P, Barros J (2018) Throughput and economics of DSRC-based internet of vehicles. IEEE access 6:7276–7290. https://doi.org/10.1109/access.2017.2785499

    Article  Google Scholar 

  161. Wang W, Xia F, Nie H, Chen Z, Gong Z, Kong X, Wei W (2020) Vehicle trajectory clustering based on dynamic representation learning of internet of vehicles. IEEE Transactions on Intelligent Transportation Systems. https://doi.org/10.1109/TITS.2020.2995856

  162. Kamgueu PO, Nataf E, Djotio TN (2015) On design and deployment of fuzzy-based metric for routing in low-power and lossy networks. IEEE 40th local computer networks conference workshops (LCN workshops, pp 789–795. https://doi.org/10.1109/LCNW.2015.7365929

  163. Rios M, Gondim VL, Monteiro PC C (2012) Use of fuzzy logic for networks selection in heterogeneous wireless environment. In: 14th International Conference on Advanced Communication Technology (ICACT), pp 798–803

  164. Zhang D, Zhang Y, Lv N, He Y (2013) An access selection algorithm based on GRA integrated with FAHP and entropy weight in hybrid wireless environment. In: 7th international conference on application of information and communication technologies (AICT), pp 1–5. https://doi.org/10.1109/ICAICT.2013.6722635

  165. Nguyen AT, Sentouh C, Popieul JC (2018) Fuzzy steering control for autonomous vehicles under actuator saturation: design and experiments. J Frankl Inst 355(18):9374–9395. https://doi.org/10.1016/j.jfranklin.2017.11.027

    Article  MathSciNet  MATH  Google Scholar 

  166. Lamaazi H, Benamar N (2018) OF-EC: a novel energy consumption aware objective function for RPL based on fuzzy logic. J Netw Comput Appl 117:42–58. https://doi.org/10.1016/j.jnca.2018.05.015

    Article  Google Scholar 

  167. Lamaazi H, Ahmadi AE, Benamar N, Jara AJ (2019) OF-ECF: a new optimization of the objective function for parent selection in RPL. 2019 international conference on wireless and Mobile computing, networking and communications (WiMob), pp. 27–32. https://doi.org/10.1109/WiMOB.2019.8923273

  168. Priyan MK, Devi GU (2018) Energy efficient node selection algorithm based on node performance index and random waypoint mobility model in internet of vehicles. Clust Comput 21(1):213–227. https://doi.org/10.1007/s10586-017-0998-x

    Article  Google Scholar 

  169. Mukherjee P, De S (2018) cDIP: channel-aware dynamic window protocol for energy-efficient IoT communications. IEEE Internet Things J 5(6):4474–4485.  https://doi.org/10.1109/JIOT.2018.2820087

  170. Zhang T, Zheng L, Jiang Y, Tian Z, Du X, Guizani M (2020) A method of chained recommendation for charging piles in internet of vehicles. Computing, pp 1–19. https://doi.org/10.1007/s00607-020-00832-7

  171. Chiti F, Fantacci R, Gu Y, Han Z (2017) Content sharing in internet of vehicles: two matching-based user-association approaches. IRE Trans Veh Commun 8:35–44. https://doi.org/10.1016/j.vehcom.2016.11.005

    Article  Google Scholar 

  172. Chaqfeh M, Mohamed N, Jawhar I, Wu J (2016) Vehicular cloud data collection for intelligent transportation systems, 2016 3rd smart cloud networks and systems (SCNS), pp 1–6. https://doi.org/10.1109/SCNS.2016.7870555

  173. Amadeo M, Campolo C, Quevedo J, Corujo D, Molinaro A, Iera A, Aguiar RL, Vasilakos AV (2016) Information-centric networking for the internet of things: challenges and opportunities. IEEE Netw 30:92–100. https://doi.org/10.1109/MNET.2016.7437030

  174. Chen H, Zhang X, Liu GP (2007) Simulation and visualization of empirical traffic models using vissim. 2007 IEEE international conference on networking, sensing and control, pp 879–882. https://doi.org/10.1109/ICNSC.2007.372897

  175. Papageorgiou M, Papamichail I, Messmer A, Wang Y (2010) Traffic simulation with METANET. Springer, New York. https://doi.org/10.1007/978-1-4419-6142-6_11

  176. Sommer C, German R, Dressler F (2011) Bidirectionally coupled network and road traffic simulation for improved IVC analysis. IEEE Trans Mob Comput 10(1):3–15. https://doi.org/10.1109/TMC.2010.133

  177. Cho W, Kim SH (2017) Multimedia sensor dataset for the analysis of vehicle movement. Proceedings of the 8th ACM on multimedia systems conference, pp 175–180. https://doi.org/10.1145/3083187.3083217

  178. Xie Y, Su X, He Y, Chen X, Cai G, Xu B, Ye W (2017) Stm32-based vehicle data acquisition system for internet-of- vehicles. 2017 IEEE/ACIS 16th international conference on computer and information science (ICIS), pp 895–898. https://doi.org/10.1109/ICIS.2017.7960119

  179. Liu Y, Cheng D, Wang Y, Cheng J, Gao S (2018) A novel method for predicting vehicle state in internet of vehicles. Mobile Information Systems. https://doi.org/10.1155/2018/9728328

  180. Yu F, Xian W, Chen Y, Liu F, Liao M, Madhavan V, Darrell T (2018) BDD100K: a diverse driving video database with scalable annotation tooling, pp 2636–2645. arXiv preprint arXiv:1805.04687. 

  181. Smitha A, Pai MM, Ajam N, Mouzna J (2013) An optimized adaptive algorithm for authentication of safety critical messages in VANET. 8th international conference on communications and networking in China (CHINACOM), pp 149–154. https://doi.org/10.1109/ChinaCom.2013.6694582

  182. Yang S, Liu Z, Li J, Wang S, Yang F (2016) Anomaly detection for internet of vehicles: a trust management scheme with affinity propagation. Mob Inf Syst 1–10. https://doi.org/10.1155/2016/5254141

  183. Makarfi AU, Rabie KM, Kaiwartya O, Adhikari K, Nauryzbayev G, Li X, Kharel R (2020) Towards physical layer security for internet of vehicles: interference aware Modelling. IEEE Internet Things J pp 1–1, DOI https://doi.org/10.1109/jiot.2020.3006527

  184. Kang J, Yu R, Huang X, Jonsson M, Bogucka H, Gjessing S, Zhang Y (2016) Location privacy attacks and defenses in cloud-enabled internet of vehicles. IEEE Wirel Commun 23:52–59. https://doi.org/10.1109/MWC.2016.7721742

  185. Joy J, Gerla M (2017) Internet of vehicles and autonomous connected car- privacy and security issues. 26th international conference on computer communication and networks (ICCCN), pp. 1–9. https://doi.org/10.1109/ICCCN.2017.8038391

  186. Pokhrel SR, Choi J (2020) Improving TCP performance over WiFi for internet of vehicles: a federated learning approach. IEEE Trans Veh Technol 69(6):6798–6802. https://doi.org/10.1109/tvt.2020.2984369

    Article  Google Scholar 

  187. Xu C, Liu H, Zhang Y, Wang P (2020) Mutual authentication for vehicular network in complex and uncertain driving. Neural Comput & Applic, pp 1–12. https://doi.org/10.1007/s00521-018-3743-3

  188. Ahmed S, Kumari S, Saleem MA, Agarwal K, Mahmood K, Yang MH (2020) Anonymous key-agreement protocol for V2G environment within social internet of vehicles. IEEE Access 8:119829–119839. https://doi.org/10.1109/ACCESS.2020.3003298

  189. “Corsim: Microscopic traffic simulation model.” URL http://www-mctrans.ce.ufl.edu/featured/tsis/version5/ corsim.htm

  190. “Transportation analysis and simulation system (transims).” http:// ndssl.vbi.vt.edu/apps/transims.htm

  191. “Paramics: Microscopic traffic simulation.” URL https://www.epcc.ed.ac.uk/projects-portfolio/ paramics-microscopic-traffic-simulation

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  1. Department of Computer Science and Engineering, Amity University, Noida, Uttar Pradesh, India

    Sakshi Garg

  2. Department of Information Technology, Amity University, Noida, Uttar Pradesh, India

    Deepti Mehrotra

  3. Department of Computer Science, Edge Hill University, Ormskirk, UK

    Hari Mohan Pandey

  4. Department of Electronics and Communication Engineering, Amity University, Noida, Uttar Pradesh, India

    Sujata Pandey

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Garg, S., Mehrotra, D., Pandey, H.M. et al. Accessible review of internet of vehicle models for intelligent transportation and research gaps for potential future directions. Peer-to-Peer Netw. Appl. 14, 978–1005 (2021). https://doi.org/10.1007/s12083-020-01054-6

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