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Cluster-based location service schemes in VANETs: current state, challenges and future directions

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Abstract

Vehicular Ad hoc Networks (VANETs) have drawn incredible interest in both academic and industrial sectors due to their potential applications and services. Vehicles’ position plays a significant role in many location-based applications and services such as public emergency, vehicles tracking, resource discovery, traffic monitoring and position-based routing. A location service is used to keep up-to-date records of current positions of vehicles. However, locating vehicles’ positions and maintaining an accurate view of the entire network are quite challenging tasks due to the high number of nodes, and high and fast nodes mobility which results in rapid topological changes and sudden network disconnections. In the past literature, various location-based services have been proposed to solve the above mentioned issues. Moreover, the cluster-based location service schemes have gained a growing interest due to their advantages over non-cluster-based schemes. The cluster-based schemes improve the network scalability, reduce the communications overhead and resolve the mobility issues within the clusters preventing them from propagating in the whole network. Therefore, this paper presents the taxonomy of the existing location service schemes, inspects the cluster-based location service by highlighting their strengths and limitations, and provides a comparison between location-based clustering and application specific clustering such as the one used in routing, information dissemination, channel access management and security. In addition, the existing clustering schemes, challenges and future directions for efficient cluster-based location service are also discussed.

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References

  1. Schoch, E., Kargl, F., Weber, M., & Leinmuller, T. (2008). Communication patterns in VANETs. IEEE Communications Magazine, 46(11), 119–125.

    Google Scholar 

  2. Darwish, T., & Bakar, K. A. (2015). Traffic density estimation in vehicular ad hoc networks: A review. Ad Hoc Networks, 24, 337–351.

    Google Scholar 

  3. Balouchzahi, N.-M., Fathy, M., & Akbari, A. (2016). An efficient infrastructure based service discovery in vehicular networks using P2P structures. The Journal of Supercomputing, 72(3), 1013–1034.

    Google Scholar 

  4. Yim, Y., Cho, H., Kim, S.-H., Lee, E., & Gerla, M. (2017). Vehicle location service scheme based on road map in Vehicular Sensor Networks. Computer Networks, 127, 138–150.

    Google Scholar 

  5. Ji, X., Yu, H., Fan, G., & Fu, W. (2016). SDGR: An SDN-based geographic routing protocol for VANET. In IEEE international conference on internet of things (iThings) and IEEE green computing and communications (GreenCom) and IEEE cyber, physical and social computing (CPSCom) and IEEE smart data (SmartData) (pp. 276–281). IEEE.

  6. Nebbou, T., Fouchal, H., Lehsaini, M., & Ayaida, M. (2017). A cooperative location service for VANETs. In IEEE symposium on computers and communications (ISCC) (pp. 54–58). IEEE.

  7. Darwish, T., & Bakar, K. A. (2016). Traffic aware routing in vehicular ad hoc networks: Characteristics and challenges. Telecommunication Systems, 61(3), 489–513.

    Google Scholar 

  8. Srivastava, A., Prakash, A., & Tripathi, R. (2020). Location based routing protocols in VANET: Issues and existing solutions. Vehicular Communications, 23, 100231.

    Google Scholar 

  9. Farouk, F., Alkady, Y., & Rizk, R. (2020). Efficient privacy-preserving scheme for location based services in VANET system. IEEE Access, 8, 60101–60116.

    Google Scholar 

  10. Brahmi, N., Boussedjra, M., Mouzna, J., Cornelio, A. K., & Manohara, M. (2010). An improved map-based location service for vehicular ad hoc networks. In IEEE 6th international conference on wireless and mobile computing, networking and communications (WiMob) (pp. 21–26). IEEE.

  11. Saleet, H., Basir, O., Langar, R., & Boutaba, R. (2009). Region-based location-service-management protocol for VANETs. IEEE Transactions on Vehicular Technology, 59(2), 917–931.

    Google Scholar 

  12. Cooper, C., Franklin, D., Ros, M., Safaei, F., & Abolhasan, M. (2016). A comparative survey of VANET clustering techniques. IEEE Communications Surveys & Tutorials, 19(1), 657–681.

    Google Scholar 

  13. Bali, R. S., Kumar, N., & Rodrigues, J. J. (2014). Clustering in vehicular ad hoc networks: Taxonomy, challenges and solutions. Vehicular Communications, 1(3), 134–152.

    Google Scholar 

  14. Zahedi, K., Zahedi, Y., & Ismail, A. S. (2019). CJBR: Connected junction-based routing protocol for city scenarios of VANETs. Telecommunication Systems, 72(4), 567–578.

    Google Scholar 

  15. Ayaida, M., Fouchal, H., Afilal, L., & Ghamri-Doudane, Y. (2012). A comparison of reactive, grid and hierarchical location-based services for vanets. In IEEE vehicular technology conference (VTC Fall) (pp. 1–5). IEEE.

  16. Ashok, D., Pai, M. M., & Mouzna, J. (2011). Efficient map based location service for VANETs. In 11th International conference on ITS telecommunications (pp. 387–392). IEEE.

  17. Wu, C., Ohzahata, S., Ji, Y., & Kato, T. (2014). Toward a totally distributed flat location service for vehicular ad hoc networks. In IEEE 79th vehicular technology conference (VTC Spring) (pp. 1–6). IEEE.

  18. Mo, Z., Zho, H., Makki, K., & Pissinou, N. (2008). Mobility-assisted location management for vehicular ad hoc networks. In IEEE wireless communications and networking conference (pp. 2224–2228). IEEE.

  19. Boumerdassi, S., & Renault, E. (2016). A flooding-based solution to improve location services in VANETs. In IEEE international conference on communications (ICC) (pp. 1–6). IEEE.

  20. Mühlethaler, P., Renault, E., & Boumerdassi, S. (2020). Design and evaluation of flooding-based location service in vehicular ad hoc networks. Sensors, 20(8), 2389.

    Google Scholar 

  21. Garg, A., Pandey, K., & Singh, B. (2014). Hierarchical map-based location service for VANETs in urban environments. In Seventh international conference on contemporary computing (IC3) (pp. 199–205). IEEE.

  22. Ayaida, M., Barhoumi, M., Fouchal, H., Ghamri-Doudane, Y., & Afilal, L. (2014). Joint routing and location-based service in VANETs. Journal of Parallel and Distributed Computing, 74(2), 2077–2087.

    Google Scholar 

  23. Zaki, S. M., Ngadi, M., Razak, S. A., Kamat, M., & Shariff, J. M. (2012). Location service management protocol for vehicular ad hoc network urban environment. In International conference on computer science and information technology (pp. 563–574). Springer.

  24. Lee, E., Choe, H., Thirumurthi, P., Gerla, M., & Kim, S.-H. (2013). Quorum-based location service in vehicular sensor networks. In 9th International wireless communications and mobile computing conference (IWCMC) (pp. 1744–1749). IEEE.

  25. Rehan, M., Hasbullah, H., Faye, I., Rehan, W., Chughtai, O., & Rehmani, M. H. (2018). ZGLS: a novel flat quorum-based and reliable location management protocol for VANETs. Wireless Networks, 24(6), 1885–1903.

    Google Scholar 

  26. Fan, P., Haran, J. G., Dillenburg, J., & Nelson, P. C. (2005). Cluster-based framework in vehicular ad-hoc networks. In International conference on ad-hoc networks and wireless (pp. 32–42). Springer.

  27. Huo, Y., Liu, Y., Ma, L., Cheng, X., & Jing, T. (2016). An enhanced low overhead and stable clustering scheme for crossroads in VANETs. EURASIP Journal on Wireless Communications and Networking, 2016(1), 74.

    Google Scholar 

  28. Dhugga, P. K., Sharma, M., & Sharma, A. (2015). An algorithm for static geographical clustering in VANET. In IEEE 3rd international conference on MOOCs, innovation and technology in education (MITE) (pp. 420–426). IEEE.

  29. Singh, A., & Kaur, M. (2015). A novel clustering scheme in vehicular ad hoc network. International Journal of Applied Information Systems (IJAIS), 10(3), 1–5.

    Google Scholar 

  30. Abdel-Halim, I. T., Fahmy, H. M. A., & Bahaa-El Din, A. M. (2019). Mobility prediction-based efficient clustering scheme for connected and automated vehicles in VANETs. Computer Networks, 150, 217–233.

    Google Scholar 

  31. Hsu, C.-S., & Wu, S.-W. (2012). An efficient cost-based location service protocol for vehicular ad hoc networks. In IEEE international conference on communication, networks and satellite (ComNetSat) (pp. 93–97). IEEE.

  32. Aissaoui, R., Menouar, H., Dhraief, A., Filali, F., Belghith, A., & Abu-Dayya, A. (2014). Advanced real-time traffic monitoring system based on V2X communications. In IEEE international conference on communications (ICC) (pp. 2713–2718). IEEE.

  33. Aissaoui, R., Dhraief, A., Belghith, A., Menouar, H., Mathkour, H., Filali, F., et al. (2015). HCBLS: A hierarchical cluster-based location service in urban environment. Mobile Information Systems. https://doi.org/10.1155/2015/490191.

    Article  Google Scholar 

  34. Aissaou, R., Dhraief, A., Belghith, A., Menouar, H., Filali, F., & Mathkour, H. (2016). VALS: Vehicle-aided location service in urban environment. In IEEE wireless communications and networking conference (pp. 1–6). IEEE.

  35. Woo, H., & Lee, M. (2011). Mobile group based location service management for vehicular ad-hoc networks. In IEEE international conference on communications (ICC) (pp. 1–6). IEEE.

  36. Asoudeh, S., Mehrjoo, M., Balouchzahi, N.-M., & Bejarzahi, A. (2017). Location service implementation in vehicular networks by nodes clustering in urban environments. Vehicular Communications, 9, 109–114.

    Google Scholar 

  37. Woo, H., & Lee, M. (2018). A hierarchical location service architecture for VANET with aggregated location update. Computer Communications, 125, 38–55.

    Google Scholar 

  38. van Gulik, K., Phillipson, F., & Fouchal, H. (2018). Congestion control in a location service for VANETs. In International conference on mobile, secure, and programmable networking (pp. 289–293). Springer.

  39. Nebbou, T., Lehsaini, M., Fouchal, H., & Ayaida, M. (2019). An urban location service for vehicular area networks. Concurrency and Computation: Practice and Experience, 31(24), e4693.

    Google Scholar 

  40. Ucar, S., Ergen, S. C., & Ozkasap, O. (2013). VMaSC: Vehicular multi-hop algorithm for stable clustering in vehicular ad hoc networks. In IEEE wireless communications and networking conference (WCNC) (pp. 2381–2386). IEEE.

  41. Arkian, H. R., Atani, R. E., Pourkhalili, A., & Kamali, S. (2015). A stable clustering scheme based on adaptive multiple metric in vehicular ad-hoc networks. Journal of Information Science and Engineering, 31(2), 361–386.

    Google Scholar 

  42. Singh, J. P., & Bali, R. S. (2015). A hybrid backbone based clustering algorithm for vehicular ad-hoc networks. Procedia Computer Science, 46, 1005–1013.

    Google Scholar 

  43. Azizian, M., Cherkaoui, S., & Hafid, A. S. (2016). A distributed d-hop cluster formation for VANET. In IEEE wireless communications and networking conference (pp. 1–6). IEEE.

  44. Ren, M., Khoukhi, L., Labiod, H., Zhang, J., & Veque, V. (2017). A mobility-based scheme for dynamic clustering in vehicular ad-hoc networks (VANETs). Vehicular Communications, 9, 233–241.

    Google Scholar 

  45. Rossi, G. V., Fan, Z., Chin, W. H., & Leung, K. K. (2017). Stable clustering for ad-hoc vehicle networking. In IEEE wireless communications and networking conference (WCNC) (pp. 1–6). IEEE.

  46. Ren, M., Zhang, J., Khoukhi, L., Labiod, H., & Vèque, V. (2018). A unified framework of clustering approach in vehicular ad hoc networks. IEEE Transactions on Intelligent Transportation Systems, 19(5), 1401–1414.

    Google Scholar 

  47. Zhang, D., Ge, H., Zhang, T., Cui, Y.-Y., Liu, X., & Mao, G. (2018). New multi-hop clustering algorithm for vehicular ad hoc networks. IEEE Transactions on Intelligent Transportation Systems, 20, 1517–1530.

    Google Scholar 

  48. Alsuhli, G. H., Khattab, A., & Fahmy, Y. A. (2019). Double-head clustering for resilient VANETs. Wireless Communications and Mobile Computing. https://doi.org/10.1155/2019/2917238.

    Article  Google Scholar 

  49. Daoudr, O., Hamarsheh, Q., & Damati, A. (2020). Enhancing the LTE-based intelligent transportation system’s performance. Digital Signal Processing, 99, 102677.

    Google Scholar 

  50. Hajlaoui, R., Alsolami, E., Moulahi, T., & Guyennet, H. (2019). Construction of a stable vehicular ad hoc network based on hybrid genetic algorithm. Telecommunication Systems, 71(3), 433–445.

    Google Scholar 

  51. Raw, R. S., & Das, S. (2011). Performance comparison of position based routing protocols in vehicle-to-vehicle (V2V) communication. International Journal of Engineering Science and Technology, 3(1), 435–444.

    Google Scholar 

  52. Paul, B., Ibrahim, M., Bikas, M., & Naser, A. (2012). Vanet routing protocols: Pros and cons. arXiv preprint arXiv:1204.1201.

  53. Festag, A. (2014). Cooperative intelligent transport systems standards in Europe. IEEE Communications Magazine, 52(12), 166–172.

    Google Scholar 

  54. Kuhlmorgen, S., Llatser, I., Festag, A., & Fettweis, G. (2015). Performance evaluation of etsi geonetworking for vehicular ad hoc networks. In IEEE 81st vehicular technology conference (VTC Spring) (pp. 1–6). IEEE.

  55. Costandoiu, A., & Leba, M. (2019). Convergence of V2X communication systems and next generation networks. In Proceedings of international conference on applied science. IOP conference series: Materials science and engineering (pp. 1–17).

  56. Sandonis, V., Soto, I., Calderon, M., & Urueña, M. (2016). Vehicle to Internet communications using the ETSI ITS GeoNetworking protocol. Transactions on Emerging Telecommunications Technologies, 27(3), 373–391.

    Google Scholar 

  57. Abboud, K., & Zhuang, W. (2015). Impact of microscopic vehicle mobility on cluster-based routing overhead in VANETs. IEEE Transactions on Vehicular Technology, 64(12), 5493–5502.

    Google Scholar 

  58. Poonia, R. C., Bhargava, D., & Kumar, B. S. (2015). CDRA: Cluster-based dynamic routing approach as a development of the AODV in vehicular ad-hoc networks. In International conference on signal processing and communication engineering systems (pp. 397–401). IEEE.

  59. Abuashour, A., & Kadoch, M. (2016). A cluster-based life-time routing protocol in VANET. In IEEE 4th international conference on future internet of things and cloud (FiCloud) (pp. 213–219). IEEE.

  60. Mehra, R., Bali, R. S., & Kaur, P. (2016). Efficient clustering based OLSR routing protocol for VANET. In Symposium on colossal data analysis and networking (CDAN) (pp. 1–7). IEEE.

  61. Mohammed Nasr, M., Abdelgader, A., Wang, Z.-G., & Shen, L.-F. (2016). VANET clustering based routing protocol suitable for deserts. Sensors, 16(4), 478.

    Google Scholar 

  62. Lin, D., Kang, J., Squicciarini, A., Wu, Y., Gurung, S., & Tonguz, O. (2017). MoZo: A moving zone based routing protocol using pure V2V communication in VANETs. IEEE Transactions on Mobile Computing, 16(5), 1357–1370.

    Google Scholar 

  63. Zhang, W., Zheng, R., Zhang, M., Zhu, J., & Wu, Q. (2019). ECRA: An encounter-aware and clustering-based routing algorithm for information-centric VANETs. Mobile Networks and Applications. https://doi.org/10.1007/s11036-019-01227-5.

    Article  Google Scholar 

  64. Moridi, E., & Barati, H. (2017). RMRPTS: A reliable multi-level routing protocol with tabu search in VANET. Telecommunication Systems, 65(1), 127–137.

    Google Scholar 

  65. Hajlaoui, R., Moulahi, T., & Guyennet, H. A scatter search based heuristic for reliable clustering in vehicular ad hoc networks. In IFIP international conference on artificial intelligence applications and innovations (pp. 507–519). Springer.

  66. Hajlaoui, R., Alsolami, E., Moulahi, T., & Guyennet, H. (2019). An adjusted K-medoids clustering algorithm for effective stability in vehicular ad hoc networks. International Journal of Communication Systems, 32(12), e3995.

    Google Scholar 

  67. Bali, R. S., & Kumar, N. (2016). Secure clustering for efficient data dissemination in vehicular cyber–physical systems. Future Generation Computer Systems, 56, 476–492.

    Google Scholar 

  68. Farooq, W., Ali Khan, M., & Rehman, S. (2016). A novel real time framework for cluster based multicast communication in vehicular ad hoc networks. International Journal of Distributed Sensor Networks, 12(4), 8064908.

    Google Scholar 

  69. Ucar, S., Ergen, S. C., & Ozkasap, O. (2016). Multihop-cluster-based IEEE 802.11 p and LTE hybrid architecture for VANET safety message dissemination. IEEE Transactions on Vehicular Technology, 65(4), 2621–2636.

    Google Scholar 

  70. Ramakrishnan, B., Selvi, M., Nishanth, R. B., & Joe, M. M. (2017). An emergency message broadcasting technique using transmission power based clustering algorithm for vehicular ad hoc network. Wireless Personal Communications, 94(4), 3197–3216.

    Google Scholar 

  71. Sadou, M., & Bouallouche-Medjkoune, L. (2017). Efficient message delivery in hybrid sensor and vehicular networks based on mathematical linear programming. Computers & Electrical Engineering, 64, 496–505.

    Google Scholar 

  72. Shafi, S., & Ratnam, D. V. (2019). A cross layer cluster based routing approach for efficient multimedia data dissemination with improved reliability in VANETs. Wireless Personal Communications, 107(4), 2173–2190.

    Google Scholar 

  73. Abbas, G., Abbas, Z. H., Haider, S., Baker, T., Boudjit, S., & Muhammad, F. (2020). PDMAC: A priority-based enhanced TDMA protocol for warning message dissemination in VANETs. Sensors, 20(1), 45.

    Google Scholar 

  74. Dua, A., Kumar, N., & Bawa, S. (2017). ReIDD: Reliability-aware intelligent data dissemination protocol for broadcast storm problem in vehicular ad hoc networks. Telecommunication Systems, 64(3), 439–458.

    Google Scholar 

  75. Mchergui, A., Moulahi, T., Othman, M. T. B., & Nasri, S. (2020). Enhancing VANETs broadcasting performance with mobility prediction for smart road. Wireless Personal Communications, 112, 1629–1641.

    Google Scholar 

  76. Cambruzzi, E., Farines, J.-M., Kraus, W., & Macêdo, R. (2016). A cluster management system for VANETs. International Journal of Intelligent Transportation Systems Research, 14(2), 115–126.

    Google Scholar 

  77. Guenter, Y., Wiegel, B., & Großmann, H. P. (2007). Medium access concept for VANETs based on clustering. In IEEE 66th vehicular technology conference. VTC-2007 Fall (pp. 2189–2193). IEEE.

  78. Mammu, A. S. K., Hernandez-Jayo, U., & Sainz, N. (2013). Cluster-based MAC in VANETs for safety applications. In International conference on advances in computing, communications and informatics (ICACCI) (pp. 1424–1429). IEEE.

  79. Ding, R., & Zeng, Q.-A. (2009). A clustering-based multi-channel vehicle-to-vehicle (V2V) communication system. In First international conference on ubiquitous and future networks. ICUFN 2009 (pp. 83–88). IEEE.

  80. Rathore, N. C., Verma, S., Tomar, R. S., & Tomar, G. S. (2010). CMAC: A cluster based MAC protocol for VANETs. In International conference on computer information systems and industrial management applications (CISIM) (pp. 563–568). IEEE.

  81. Almalag, M. S., Olariu, S., & Weigle, M. C. (2012). TDMA cluster-based MAC for VANETs (TC-MAC). In IEEE international symposium on a world of wireless, mobile and multimedia networks (WoWMoM) (pp. 1–6). IEEE.

  82. Yang, F., Tang, Y., & Huang, L. (2013). A novel cooperative MAC for broadcasting in clustering VANETs. In International conference on connected vehicles and expo (ICCVE) (pp. 893–897). IEEE.

  83. Gupta, N., Prakash, A., & Tripathi, R. (2016). Clustering based cognitive MAC protocol for channel allocation to prioritize safety message dissemination in vehicular ad-hoc network. Vehicular Communications, 5, 44–54.

    Google Scholar 

  84. Pal, R., Gupta, N., Prakash, A., & Tripathi, R. (2018). Adaptive mobility and range based clustering dependent MAC protocol for vehicular ad hoc networks. Wireless Personal Communications, 98(1), 1155–1170.

    Google Scholar 

  85. Aggun, F., Cibuk, M., & Ur-Rehman, S. (2020). A new self-organizing multi-channel MAC schema for RSU-centric VANETs. Physica A: Statistical Mechanics and its Applications, 551, 124098.

    Google Scholar 

  86. Daeinabi, A., & Rahbar, A. G. (2014). An advanced security scheme based on clustering and key distribution in vehicular ad-hoc networks. Computers & Electrical Engineering, 40(2), 517–529.

    Google Scholar 

  87. Guo, M. H., Liaw, H. T., Chiu, M. Y., & Deng, D. J. (2016). On decentralized group key management mechanism for vehicular ad hoc networks. Security and Communication Networks, 9(3), 241–247.

    Google Scholar 

  88. Wahab, O. A., Mourad, A., Otrok, H., & Bentahar, J. (2016). CEAP: SVM-based intelligent detection model for clustered vehicular ad hoc networks. Expert Systems with Applications, 50, 40–54.

    Google Scholar 

  89. Kchaou, A., Abassi, R., & Guemara, S. (2018). Towards a secured clustering mechanism for messages exchange in VANET. In 32nd International conference on advanced information networking and applications workshops (WAINA) (pp. 88–93). IEEE.

  90. Sugumar, R., Rengarajan, A., & Jayakumar, C. (2018). Trust based authentication technique for cluster based vehicular ad hoc networks (VANET). Wireless Networks, 24(2), 373–382.

    Google Scholar 

  91. Bylykbashi, K., Elmazi, D., Matsuo, K., Ikeda, M., & Barolli, L. (2019). Effect of security and trustworthiness for a fuzzy cluster management system in VANETs. Cognitive Systems Research, 55, 153–163.

    Google Scholar 

  92. Usha, M., & Ramakrishnan, B. (2020). Robust MPR: a novel algorithm for secure and efficient data transmission in VANET. Wireless Personal Communications, 110(1), 355–380.

    Google Scholar 

  93. Xie, Y., Wu, L., Shen, J., & Alelaiwi, A. (2017). EIAS-CP: new efficient identity-based authentication scheme with conditional privacy-preserving for VANETs. Telecommunication Systems, 65(2), 229–240.

    Google Scholar 

  94. Alowish, M., Takano, Y., Shiraishi, Y., & Morii, M. (2017). Performance evaluation of a cluster based routing protocol for VANETs. Journal of communications, 12(2), 137–144.

    Google Scholar 

  95. Ku, I., Lu, Y., Gerla, M., Gomes, R. L., Ongaro, F., & Cerqueira, E. (2014). Towards software-defined VANET: Architecture and services. In 13th annual Mediterranean ad hoc networking workshop (MED-HOC-NET) (pp. 103–110). IEEE.

  96. Chahal, M., Harit, S., Mishra, K. K., Sangaiah, A. K., & Zheng, Z. (2017). A survey on software-defined networking in vehicular ad hoc networks: Challenges, applications and use cases. Sustainable cities and society, 35, 830–840.

    Google Scholar 

  97. Lai, W. K., Lin, M.-T., & Yang, Y.-H. (2015). A machine learning system for routing decision-making in urban vehicular ad hoc networks. International Journal of Distributed Sensor Networks, 11(3), 374391.

    Google Scholar 

  98. So, S., Sharma, P., & Petit, J. (2018). Integrating plausibility checks and machine learning for misbehavior detection in VANET. In 17th IEEE international conference on machine learning and applications (ICMLA) (pp. 564–571). IEEE.

  99. Zeng, Y., Qiu, M., Ming, Z., & Liu, M. (2018). Senior2local: A machine learning based intrusion detection method for VANETs. In International conference on smart computing and communication (pp. 417–426). Springer.

  100. Safi, Q. G. K., Luo, S., Wei, C., Pan, L., & Yan, G. (2018). Cloud-based security and privacy-aware information dissemination over ubiquitous VANETs. Computer Standards & Interfaces, 56, 107–115.

    Google Scholar 

  101. Khattak, H. A., Islam, S. U., Din, I. U., & Guizani, M. (2019). Integrating fog computing with VANETs: A consumer perspective. IEEE Communications Standards Magazine, 3(1), 19–25.

    Google Scholar 

  102. Shen, J., Liu, D., Chen, X., Li, J., Kumar, N., & Vijayakumar, P. (2019). Secure real-time traffic data aggregation with batch verification for vehicular cloud in VANETs. IEEE Transactions on Vehicular Technology, 69(1), 807–817.

    Google Scholar 

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Mujahid, M.A., Bakar, K.A., Darwish, T.S.J. et al. Cluster-based location service schemes in VANETs: current state, challenges and future directions. Telecommun Syst 76, 471–489 (2021). https://doi.org/10.1007/s11235-020-00732-3

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