Roads to Tomorrow: Envisioning the Role of Intelligent Highways for Autonomous Vehicle Innovation


Authors : Jherrod Thomas

Volume/Issue : Volume 9 - 2024, Issue 12 - December

Google Scholar : https://tinyurl.com/3jb9n26p

Scribd : https://tinyurl.com/5n8dxzc8

DOI : https://doi.org/10.5281/zenodo.14558035

Abstract : This study examines the integration of intelligent highways to facilitate autonomous vehicle (AV) operations. Uti- lizing a multi-disciplinary approach encompassing technological assessment, infrastructural analysis, and regulatory considera- tions, this research explores how advanced road systems can significantly enhance the efficacy and safety of AVs. The study identifies the critical infrastructural and technological enhance- ments required, such as advanced Vehicle-to- Infrastructure (V2I) communication systems and embedded roadway sensors through empirical data and theoretical modeling. The findings suggest that intelligent highways are imperative to overcome current limitations in AV technology, primarily through improved data communication and safety mechanisms. These enhancements can decrease traffic congestion, minimize accident rates, and facilitate a more integrated vehicular network. The conclusions drawn underline the necessity for substantial investments in smart road systems and a cooperative regulatory framework to support the widespread adoption of AV technology.

Keywords : ISO 26262, Autonomous Vehicles, IntelligentHighways, Vehicle-to-Infrastructure (V2I), Road Safety, Traffic Management, Technological Integration, Highway Automation, Smart Infrastructure, Technological Adaptation

References :

  1. B. Rebsamen, T. Bandyopadhyay, T. Wongpiromsarn, S. Kim, Z. J. Chong, B. Qin, M. H. Ang, E. Frazzoli, and D. Rus, “Utilizing the infrastructure to assist autonomous vehicles in a mobility on demand context,” in TENCON 2012 IEEE region 10 conference, 2012, pp. 1–5.
  2. R. W. L. Coutinho and A. Boukerche, “Guidelines for the Design of Vehicular Cloud Infrastructures for Connected Autonomous Vehicles,” IEEE Wireless Communications, vol. 26, no. 4, pp. 6–11, Aug. 2019, conference Name: IEEE Wireless Communications. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/8809653
  3. T. U. Saeed, “Road infrastructure readiness for autonomous vehicles,” phd, Purdue University, 2019. [Online]. Available: 10.25394/ PGS.8949011.V1
  4. R. Vosooghi, J. Puchinger, J. Bischoff, M. Jankovic, and A. Vouillon, “Shared autonomous electric vehicle service performance: Assessing the impact of charging infrastructure,” Transportation Research Part D: Transport and Environment, vol. 81, p. 102283, Apr. 2020. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S1361920919307114.
  5. H. Manivasakan, R. Kalra, S. O’Hern, Y. Fang, Y. Xi, and N. Zheng, “Infrastructure requirement for autonomous vehicle integration for future urban and suburban roads – Current practice and a case study of Melbourne, Australia,” Transportation Research Part A: Policy and Practice, vol. 152, pp. 36–53, Oct. 2021. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0965856421001944
  6. Attias, “The autonomous car, a disruptive business model?” in The automobile revolution: Towards a new electro-mobility paradigm, Attias, Ed. Cham: Springer International Publishing, 2017, pp. 99–113. [Online]. Available: https://doi.org/10.1007/978-3-319- 45838-0_7
  7. W. Axelrod, “Integrating in-vehicle, vehicle-to-vehicle, and intelli- gent roadway systems,” vol. 25, 2018.
  8. J. Ivanchev, A. Knoll, D. Zehe, S. Nair, and D. Eckhoff, “A Macro- scopic Study on Dedicated Highway Lanes for Autonomous Vehicles,” in Computational Science – ICCS 2019, J. M. F. Rodrigues, P. J. S. Cardoso, J. Monteiro, R. Lam, V. V. Krzhizhanovskaya, M. H. Lees, J. J. Dongarra, and P. M. Sloot, Eds. Cham: Springer International Publishing, 2019, pp. 520–533.
  9. J. Baber, J. Kolodko, T. Noel, M. Parent, and L. Vlacic, “Cooperative autonomous driving: intelligent vehicles sharing city roads,” IEEE Robotics & Automation Magazine, vol. 12, no. 1, pp. 44–49, Mar. 2005, conference Name: IEEE Robotics & Automation Magazine. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/1411418
  10. M. Minea and C. M. Dumitrescu, “On the Feasibility and Efficiency of Self-Powered Green Intelligent Highways,” Energies, vol. 15, no. 13, p. 4693, Jan. 2022, number: 13 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/1996-1073/15/13/4693.
  11. M. Huang, R. Zhang, Y. Ma, and Q. Yan, “Research on Autonomous Driving Control Method of Intelligent Vehicle Based on Vision Navigation,” in 2010 International Conference on Computational Intelligence and Software Engineering, Dec. 2010, pp. 1–7. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/5676770
  12. Cˇ udina Ivancˇev, V. Dragcˇevic´, and T. Džambas, “Road infrastructure requirements to accommodate autonomous vehicles.” Grad¯evinski fakultet Sveucˇilišta u Zagrebu, 2022, pp. 175–181. [Online]. Available: https://urn.nsk.hr/urn:nbn:hr:237:438476
  13. M. Kayton, “Standardization of Intelligent Vehicles and Highways,” Proceedings of   the   Institution   of   Mechanical   Engineers,   Part D: Journal of Automobile Engineering, vol. 205, no. 3, pp. 193–197, Jul. 1991, publisher: IMECHE. [Online]. Available: https://doi.org/10.1243/PIME_PROC_1991_205_170_02.
  14. M. J. Khan, M. A. Khan, O. Ullah, S. Malik, F. Iqbal, H.   El- Sayed, and S. Turaev, “Augmenting CCAM Infrastructure for Creating Smart Roads and Enabling Autonomous Driving,” Remote Sensing, vol. 15, no. 4, p. 922, Jan. 2023, number: 4 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2072-4292/15/4/922.
  15. J. F. González-Saavedra, M. Figueroa, S. Céspedes, and S. Montejo- Sánchez, “Survey of Cooperative Advanced Driver Assistance Systems: From a Holistic and Systemic Vision,” Sensors, vol. 22, no. 8, p. 3040, Jan. 2022, number: 8 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/1424-8220/22/8/ 3040
  16. R. Sushma and J. S. Kumar, “Autonomous Vehicle: Challenges and Implementation,” Journal of Electrical Engineering and Automation, vol. 4, no. 2, pp. 100–108, Jul. 2022. [Online]. Available: https://irojournals.com/iroeea/article/view/4/2/4
  17. L. Mitchell, S. B. Kuruvadi, and K. Yelamarthi, “IoT Based Express- Lanes for Autonomous Vehicle,” in 2019 6th International Conference on Signal Processing and Integrated Networks (SPIN), Mar. 2019, pp. 992–995. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/8711622
  18. B. Lv, H. Xu, J. Wu, Y. Tian, Y. Zhang, Y. Zheng, C. Yuan, and S. Tian, “LiDAR-Enhanced Connected Infrastructures Sensing and Broadcasting High-Resolution Traffic Information Serving Smart Cities,” IEEE Access, vol. 7, pp. 79 895–79 907, 2019, conference Name: IEEE Access. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/8737958
  19. H. U. Ahmed, Y. Huang, P. Lu, and R. Bridgelall, “Technology Developments and Impacts of Connected and Autonomous Vehicles: An Overview,” Smart Cities, vol. 5, no. 1, pp. 382–404, Mar. 2022, number: 1 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2624-6511/5/1/22.
  20. A. Hbaieb, S.   AYED,   and   L.   CHAARI,   “Internet   of   Vehicles and Connected Smart Vehicles Communication System Towards Autonomous Driving,” Jun. 2021, iSSN: 2693-5015. [Online]. Available:   https://www.researchsquare.com/article/rs-493419/v1
  21. F. A. Butt, J. N.   Chattha,   J.   Ahmad,   M.   U.   Zia,   M.   Rizwan, and I. H. Naqvi, “On the Integration of Enabling Wireless Technologies and Sensor Fusion for Next-Generation Connected and Autonomous Vehicles,” IEEE Access, vol. 10, pp. 14 643– 14 668, 2022, conference Name: IEEE Access. [Online]. Available:https://ieeexplore.ieee.org/abstract/document/9690855.
  22. S. P. Velusamy, M. Y. Ghannam, and H. M. Kadry, “Automotive Sensor Infrastructure - Challenges and Opportunities,” in 2022 IEEE International Symposium on Circuits and Systems (ISCAS), May 2022, pp. 1018–1022, iSSN: 2158-1525. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9937749
  23. J. Guevara, F. Barrero, E. Vargas, J. Becerra, and S. Toral, “Environmental wireless sensor network for road traffic applications,” IET Intelligent Transport Systems, vol. 6, no. 2, pp. 177–186, 2012, tex.eprint: https://digital-library.theiet.org/doi/pdf/10.1049/iet- its.2010.0205. [Online]. Available: https://digital-library.theiet.org/doi/ abs/10.1049/iet-its.2010.0205
  24. Y. Guo and J. Ma, “Leveraging existing high-occupancy vehicle lanes for mixed-autonomy traffic management with emerging connected automated vehicle applications,” Transportmetrica A: Transport Science, Jan. 2020, publisher: Taylor & Francis. [Online]. Available: https://www.tandfonline.com/doi/abs/10.1080/ 23249935.2020.1720863
  25. K. Dresner and P. Stone, “A Multiagent Approach to Autonomous Intersection Management,” Journal of Artificial Intelligence Research, vol. 31, pp. 591–656, Mar. 2008. [Online]. Available: https://www.jair.org/index.php/jair/article/view/10542
  26. D. J. Chadwick, V. M. Patel,   and   L.   G.   Saxton, “Communications architecture for early implementation of intelligent   vehicle   highway   systems,”    Transportation    re- search record, vol. 1408,   pp.   101–107,   1993.   [Online]. Available: https://www.safetylit.org/citations/index.php?fuseaction= citations.viewdetails&citationIds[]=citjournalarticle_603271_38
  27. L.-W. Chen, “Evaluation of Traffic Network Performance Under Au- tonomous Vehicles with Intelligent Signal Control Policies,” in Ad- vances in Smart Vehicular Technology, Transportation, Communication and Applications, Y. Zhao, T.-Y. Wu, T.-H. Chang, J.-S. Pan, and L. C. Jain, Eds. Cham: Springer International Publishing, 2019, pp. 352– 359.
  28. S. N. Saleh and C. Fathy, “A Novel Deep-Learning Model for Remote Driver Monitoring in SDN-Based Internet of Autonomous Vehicles Using 5G Technologies,” Applied Sciences, vol. 13, no. 2, p. 875, Jan. 2023, number: 2 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2076-3417/13/2/ 875.
  29. P. A. Hancock and R. Parasuraman, “Human factors and safety in the design of intelligent vehicle-highway systems (IVHS),” Journal of Safety Research, vol. 23, no. 4, pp. 181–198, Dec. 1992. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ 002243759290001P
  30. S.  Nageshrao, Y. Rahman, V. Ivanovic, M. Jankovic, E.Tseng, M. Hafner, and D. Filev, “Robust AI Driving Strategy for Autonomous Vehicles,” in AI-enabled Technologies for Autonomous and Connected Vehicles, Y. L. Murphey, I. Kolmanovsky, and P. Watta, Eds. Cham: Springer International Publishing, 2023, pp. 161–212. [Online]. Available: https://doi.org/10.1007/978-3-031-06780-8_7.
  31. L. Chen, Y. Li, C. Huang, B. Li, Y. Xing, D. Tian, L. Li, Z. Hu, X. Na, Z. Li, S. Teng, C. Lv, J. Wang, D. Cao, N. Zheng, and F.-Y. Wang, “Milestones in Autonomous Driving and Intelligent Vehicles: Survey of Surveys,” IEEE Transactions on Intelligent Vehicles, vol. 8, no. 2, pp. 1046–1056, Feb. 2023, conference Name: IEEE Transactions on Intelligent Vehicles. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9963987
  32. H. Jia, Y. Qi, C. Liu, and R. Wu, “A model for deployment of dedicated connected autonomous vehicle lanes considering user fairness,” Journal of Advances in Information Technology, vol. 14, no. 5, 2023.
  33. Y. Lin, H. Jia, B. Zou, H. Miao, R. Wu, J. Tian, and G. Wang, “Multiobjective Environmentally Sustainable Optimal Design of Dedicated Connected Autonomous Vehicle Lanes,” Sustainability, vol. 13, no. 6, p. 3454, Jan. 2021, number: 6 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2071-1050/13/6/3454
  34. L. Ye and T. Yamamoto, “Impact of dedicated lanes for connected and autonomous vehicle on traffic flow throughput,” Physica A: Statistical Mechanics and its Applications, vol. 512, pp. 588–597, Dec. 2018. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S0378437118310252
  35. M. Duell, M. W. Levin, S. D. Boyles, and S. T. Waller, “System Optimal Dynamic Lane Reversal for Autonomous Vehicles,” in 2015 IEEE 18th International Conference on Intelligent Transportation Systems, Sep. 2015, pp. 1825–1830, iSSN: 2153-0017. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/7313388
  36. Hou, Y. Zhang, S. Wang, Z. Shen, P. Mao, and X. Qu, “Influencing Factors of the Length of Lane-Changing Buffer Zone for Autonomous Driving Dedicated Lanes,” Applied Sciences, vol. 12, no. 10, p. 4923, Jan. 2022, number: 10 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2076-3417/12/10/4923.
  37. Z. Vander Laan and K. F. Sadabadi, “Operational performance of a congested corridor with lanes dedicated to autonomous vehicle traffic,” International Journal of Transportation Science and Technology, vol. 6, no. 1, pp. 42–52, Jun. 2017. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S204604301630048X
  38. Z. Liu and Z. Song, “Strategic planning of dedicated autonomous vehicle lanes and autonomous vehicle/toll lanes in transportation networks,” Transportation Research Part C: Emerging Technologies, vol. 106, pp. 381–403, Sep. 2019. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0968090X19303407.
  39. F. Fakhrmoosavi, E. Kamjoo, A. Zockaie, A. Mittal and J. Fishelson, “Assessing the network-wide impacts of dedicated lanes for connected autonomous vehicles,” Transportation Research Record, vol. 2677, no. 3, pp. 371–388, 2023, tex.eprint: https://doi.org/10.1177/03611981221115431. [Online]. Available: https://doi.org/10.1177/03611981221115431
  40. Rubin, A. Baiocchi, Y. Sunyoto, and I. Turcanu, “Traffic management and networking for autonomous vehicular highway systems,” Ad Hoc Networks, vol. 83, pp. 125–148, Feb. 2019. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S1570870518306164
  41. M. Guerrieri, R. Mauro, A. Pompigna, and N. Isaenko, “Road design criteria and capacity estimation based on autonomous vehicles performances. First results from the european c-roads platform and A22 motorway,” Transport and Telecommunication Journal, vol. 22, no. 2, pp. 230–243, 2021. [Online]. Available: https://doi.org/10.2478/ttj-2021-0018
  42. Krämmer, C. Schöller, D. Gulati, V. Lakshminarasimhan, F. Kurz, Rosenbaum, C. Lenz, and A. Knoll, “Providentia – a large-scale sensor system for the assistance of autonomous vehicles and its evaluation,” 2021, arXiv: 1906.06789 [cs.RO]. [Online]. Available: https://arxiv.org/abs/1906.06789
  43. Tritter and J. Zietlow, “Designing a traffic management communication system to accommodate intelligent vehicle highway systems,” in Proceedings of VNIS ’93 - Vehicle Navigation and Information Systems Conference, Oct. 1993, pp. 182–185. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/585611
  44. X. Shi, “More than smart pavements: connected infrastructure paves the way for enhanced winter safety and mobility on highways,” Journal of Infrastructure Preservation and Resilience, vol. 1, no. 1, p. 13, Nov. 2020. [Online]. Available: https://doi.org/10.1186/s43065-020-00014-x
  45. R. Bridgelall, “Driving Standardization in Infrastructure Monitoring: A Role for Connected Vehicles,” Vehicles, vol. 5, no. 4, pp. 1878–1891, Dec. 2023, number: 4 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2624-8921/5/4/ 101
  46. Jelani, “The readiness of JKR Sarawak to adopt ISO 39001 road traffic safety (RTS) management systems,” IOP Conference Series: Materials Science and Engineering, vol. 512, no. 1, p. 012018, Apr. 2019, publisher: IOP Publishing. [Online]. Available: https://dx.doi.org/10.1088/1757-899X/512/1/012018
  47. Conca, C. Ridella, and E. Sapori, “A Risk Assessment for Road Transportation of Dangerous Goods: A Routing Solution,” Transportation Research Procedia, vol. 14, pp. 2890–2899, Jan. 2016. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S2352146516304136
  48. Cui, G. Sabaliauskaite, L. S. Liew, F. Zhou, and B. Zhang, “Collaborative Analysis Framework of Safety and Security for Autonomous Vehicles,” IEEE Access, vol. 7, pp. 148 672–148 683, 2019, conference Name: IEEE Access. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/886495
  49. B. Schätz, “Certification of Embedded Software – Impact of ISO DIS 26262 in the Automotive Domain,” in Leveraging Applications of Formal Methods, Verification, and Validation, T. Margaria and B. Steffen, Eds., vol. 6415. Berlin, Heidelberg: Springer, 2010, pp. 3– 3. [Online]. Available: https://doi.org/10.1007/978-3-642-16558-0_2
  50. Papadoulis, M. Quddus, and M. Imprialou, “Evaluating the safety impact of connected and autonomous vehicles on motorways,” Accident Analysis & Prevention, vol. 124, pp. 12–22, Mar. 2019. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S0001457518306018
  51. O. Kirovsky and K. Byakov, “Scenario-based definition of technical safety requirements for autonomous road vehicles,” IOP Conference Series: Materials Science and Engineering, vol. 820, no. 1, p. 012016, Apr. 2020, publisher: IOP Publishing. [Online]. Available: https://dx.doi.org/10.1088/1757-899X/820/1/012016
  52. J.-H. Lee and T. Ernst, “Security issues of IPv6 communications in Cooperative Intelligent Transportation Systems (poster),” in 2011 IEEE Vehicular Networking Conference (VNC), Nov. 2011, pp. 284– 290, iSSN: 2157-9865. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/6117112
  53. T. Ernst, V. Nebehaj, and R. Søråsen, “CVIS: CALM proof of concept preliminary results,” in 2009 9th International Conference on Intelligent Transport Systems Telecommunications, (ITST), Oct. 2009, pp. 80–85. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/5399378
  54. I. Ivanov, C. Maple, T. Watson, and S. Lee, “Cyber security standards and issues in V2X communications for internet of vehicles,” in Living   in   the   internet   of   things:   Cybersecurity of the IoT - 2018, 2018, p. 46, tex.eprint: https://digital- library.theiet.org/doi/pdf/10.1049/cp.2018.0046. [Online]. Available: https://digital-library.theiet.org/doi/abs/10.1049/cp.2018.0046
  55. V.   Sucasas, G.   Mantas,   F.   B.   Saghezchi, A. Radwan, and Rodriguez, “An autonomous privacy-preserving authentication scheme for intelligent transportation systems,” Computers & Security, vol. 60, pp. 193–205, Jul. 2016. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0167404816300463
  56. B. Brankovic, M. Ebster, K. Polanec, C. Binder, and C. Neureiter, “Towards an automated security-by-design approach in automotive system-of-systems architectures,” in 2023 8th International Conference on Smart and Sustainable Technologies (SpliTech), Jun. 2023, pp. 1–4. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/ 10193084
  57. S. Kim and R. Shrestha, “Security and Privacy in Intelligent Autonomous Vehicles,” in Automotive Cyber Security: Introduction, Challenges, and Standardization, S. Kim and R. Shrestha, Eds. Singapore: Springer, 2020, pp. 35–66. [Online]. Available: https://doi.org/10.1007/978-981-15-8053-6_3
  58. R.  Kumar,  P.  Kumar,  R.  Tripathi,  G.  P.  Gupta,  N.  Kumar,  and M. Hassan, “A Privacy-Preserving-Based Secure Framework Using Blockchain-Enabled Deep-Learning in Cooperative Intelligent Trans- port System,” IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 9, pp. 16 492–16 503, Sep. 2022, conference Name: IEEE Transactions on Intelligent Transportation Systems. [Online].Available: https://ieeexplore.ieee.org/abstract/document/9505613
  59. Y. G. Dantas, V. Nigam, and H. Ruess, “Security engineering for ISO 21434,” 2021, arXiv: 2012.15080 [cs.CR]. [Online]. Available: https://arxiv.org/abs/2012.15080
  60. S. Gräfling, P. Mähönen, and J. Riihijärvi, “Performance evaluation of IEEE 1609 WAVE and IEEE   802.11p   for vehicular communications,” in 2010 Second International Conference   on   Ubiquitous   and    Future    Networks    (ICUFN), Jun. 2010, pp. 344–348, iSSN: 2165-8536. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/5547184
  61. H.-R. Tseng, S.-K. Tseng, T.-H. Su, and P.-C. Kang, “Design and implementation of WAVE/DSRC payment systems,” in 2012 12th International Conference on ITS Telecommunications, Nov. 2012, pp. 66–70. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/6425266
  62. G.   Naik,   B.   Choudhury,   and   J.-M.   Park,   “IEEE   802.11bd   & 5G NR V2X: Evolution of Radio Access   Technologies   for V2X Communications,” IEEE Access, vol. 7, pp. 70 169–70 184, 2019, conference Name: IEEE Access. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/8723326
  63. R. Reddy   G   and   R.   R,   “An   Empirical   study   on   MAC   layer in IEEE 802.11p/WAVE based Vehicular Ad hoc Networks,” Procedia Computer Science, vol. 143, pp. 720–727, Jan. 2018. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S1877050918321410
  64. Y. H. Kwon, “Improving multi-channel wave-based V2X communication to support advanced driver assistance system (ADAS),”    International    Journal    of    Automotive    Technology, vol. 17, no. 6, pp. 1113–1120, Dec. 2016. [Online]. Available: https://doi.org/10.1007/s12239-016-0108-8.
  65. X.   Shen,   J.   Li,   L.    Chen,    J.    Chen,    and    S.    He, “Heterogeneous LTE/DSRC Approach to Support Real-time Vehicular Communications,” in 2018 10th International Conference on Advanced Infocomm Technology (ICAIT), Aug. 2018, pp. 122–127. [Online].Available: https://ieeexplore.ieee.org/abstract/document/8686612
  66. S. Bahbahani, E. Alsusa, and A. Hammadi, “A Directional TDMA Protocol for High Throughput URLLC in mmWave Vehicular Networks,” IEEE Transactions on Vehicular Technology, vol. 72, no. 3, pp. 3584–3599, Mar. 2023, conference Name: IEEE Transactions on Vehicular Technology. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9939663
  67. S. M. Farooq, S. M. S. Hussain, S. Kiran, and T. S. Ustun, “Certificate Based Security Mechanisms in Vehicular Ad-Hoc Networks based on IEC 61850 and IEEE WAVE Standards,” Electronics, vol. 8, no. 1, p. 96, Jan. 2019, number: 1 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2079-9292/8/1/96
  68. V.  Vukadinovic,  K.  Bakowski,  P.  Marsch,  I.  D.  Garcia,  H.  Xu, Sybis, P. Sroka, K. Wesolowski, D. Lister, and I. Thibault, “3GPP C-V2X and IEEE 802.11p for Vehicle-to-Vehicle communications in highway platooning scenarios,” Ad Hoc Networks, vol. 74, pp. 17–29, May 2018. [Online]. Available: https://www.sciencedirect.com/ science/article/pii/S157087051830057X
  69. Serageldin, “Increasing survivability of DSRC safety applications through dissimilarity and redundancy without altering existing standards,” International Conference on Aerospace Sciences and Aviation Technology, vol. 16, no. AEROSPACE SCIENCES & AVIATION TECHNOLOGY, ASAT - 16 – May 26 - 28, 2015, pp. 1–14, 2015. [Online]. Available: https://asat.journals.ekb.eg/ article_23007.html
  70. Özyilmaz and S. Paker, “SAE J2735 message suggestion for traffic light-vehicles communication,” in 2018 26th Signal Processing and Communications Applications Conference (SIU), May 2018, pp. 1–4. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/ 8404291
  71. Tahmasbi-Sarvestani,  H.  Nourkhiz  Mahjoub,  Y.  P.  Fallah, Moradi-Pari, and O. Abuchaar, “Implementation and Evaluation of a Cooperative Vehicle-to-Pedestrian Safety Application,” IEEE Intelligent Transportation Systems Magazine, vol. 9, no. 4, pp. 62–75, 2017, conference Name: IEEE Intelligent Transportation Systems Magazine. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/8082781.
  72. Mathew, H. Li, and D. M. Bullock, “Using stochastic variation of cyclic green distributions to populate SAE J2735 message confidence values along a signalized corridor,” Transportation Research Record, vol. 2674, no. 9, pp. 426–437, 2020, tex.eprint: https://doi.org/10.1177/0361198120929337. [Online]. Available: https://doi.org/10.1177/0361198120929337
  73. Ansari, C. Wang, and Y. Feng, “Exploring dependencies of 5.9 GHz DSRC throughput and reliability on safety applications,” in Proceedings of the 10th IEEE Vehicular Technology Society Asia Pacific Wireless Communications Symposium, Y. Shin, Ed. United States: Institute of Electrical and Electronics Engineers Inc., 2013, pp. 448–453, conference Name: IEEE Vehicular Technology Society Asia Pacific Wireless Communications Symposium Meeting Name: IEEE Vehicular Technology Society Asia Pacific Wireless Communications Symposium. [Online]. Available: https://eprints.qut.edu.au/62083/
  74. Z. Hasan, R. Fink, E. Barrera, and L. Carrasco, “Performance Evaluation of Adaptive Traffic Control Algorithms with Real Traffic Data for Future Measure of Effectiveness (MOE),” in 2019 IEEE International Conference on Electro Information Technology (EIT), May 2019, pp. 1–5, iSSN: 2154-0373. [Online]. Available: https://ieeexplore.ieee.org/document/8833810
  75. J. B. Kenney, “Dedicated Short-Range Communications (DSRC) Standards in the United States,” Proceedings of the IEEE, vol. 99, no. 7, pp. 1162–1182, Jul. 2011, conference Name: Proceedings of the IEEE. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/5888501
  76. T. Shimizu, B. Cheng, H. Lu, and J. Kenney, “Comparative Analysis of DSRC and LTE-V2X PC5 Mode 4 with SAE Congestion Control,” in 2020 IEEE Vehicular Networking Conference (VNC), Dec. 2020, pp. 1–8, iSSN: 2157-9865. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9318353
  77. A. Festag and S. Hess, “ETSI technical committee ITS: news from european standardization for intelligent transport systems (ITS)- [global communications newsletter],” IEEE Communications Magazine, vol. 47, no. 6,   pp.   1–4,   Jun.   2009,   conference Name: IEEE Communications Magazine. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/5116819
  78. Lyamin, A. Vinel, M. Jonsson, and B. Bellalta, “Cooperative Awareness in VANETs: On ETSI EN 302 637-2 Performance,” IEEE Transactions on Vehicular Technology, vol. 67, no. 1, pp. 17–28, Jan. 2018, conference Name: IEEE Transactions on Vehicular Technology. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/8119570.
  79. Nowdehi and T. Olovsson, “Experiences from implementing the ETSI ITS SecuredMessage service,” in 2014 IEEE Intelligent Vehicles Symposium Proceedings, Jun. 2014, pp. 1055–1060, iSSN: 1931-0587. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/6856587
  80. M. Alam, B. Fernandes, L. Silva, A. Khan, and J. Ferreira, “Implementation and analysis of traffic safety protocols based on ETSI Standard,” in 2015 IEEE Vehicular Networking Conference (VNC), Dec. 2015, pp. 143–150, iSSN: 2157-9865. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/7385561
  81. P. F. Barcelos, G. Guizzardi, A. S. Garcia, and M. E. Monteiro, “Ontological evaluation of the ITU-T Recommendation G.805,” in 2011 18th International Conference on Telecommunications, May 2011, pp. 232–237. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/5898926
  82. V. Kupriyanovsky, A. Klimov, V. Alenkov, D. Namiot, and M. Sneps- Sneppe, “On the new IoT generation - ETSI ontology standards and specifications,” International Journal of Open Information Technologies, vol. 7, no. 9, pp. 73–81, Sep. 2019, number: 9. [Online]. Available:  http://injoit.ru/index.php/j1/article/view/804
  83. Marquet, “New ETSI IP-XML power and cooling system monitoring and control interface standard,” in INEC 07 - 29th International Telecommunications Energy Conference, Sep. 2007, pp. 393–400, iSSN: 2158-5210. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/4448805
  84. Fernandes, J. Rufino, M. Alam, and J. Ferreira, “Implementation and Analysis of IEEE and ETSI Security Standards for Vehicular Communications,” Mobile Networks and Applications, vol. 23, no. 3, pp. 469–478, Jun. 2018. [Online]. Available: https://doi.org/10.1007/ s11036-018-1019-x
  85. Takács, I. J. Rudas, and T. Haidegger, “Computational-Level Framework for Autonomous Systems: a Practical Approach,” in 2019 IEEE 23rd International Conference on Intelligent Engineering Systems (INES), Apr. 2019, pp. 000 087–000 094, iSSN: 1543-9259. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9109522
  86. W. Zong, C. Zhang, Z. Wang, J. Zhu, and Q. Chen, “Architecture design and implementation of an autonomous vehicle,” IEEE access : practical innovations, open solutions, vol. 6, pp. 21 956–21 970, 2018.
  87. Popescu, S. Sha-Mohammad, H. Abdel-Wahab, D. C. Popescu, and S. El-Tawab, “Automatic Incident Detection in Intelligent Trans- portation Systems Using Aggregation of Traffic Parameters Collected Through V2I Communications,” IEEE Intelligent Transportation Systems Magazine, vol. 9, no. 2, pp. 64–75, 2017, conference Name: IEEE Intelligent Transportation Systems Magazine. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/7904776.
  88. V. Kumar, T. Aditya, Y. H. Vardhan, P. K. Sarma, L. Niveditha, K. S. Deekshita, G. Varahi, and J. Sreekaree, “Adaptive highway networks: An IoT solution for improving road safety at turnovers and u-turns,” International Journal of Advanced Research in Science, Communication and Technology, 2023. [Online]. Available: https://api.semanticscholar.org/CorpusID:257589584
  89. Jeong and C. Oh, “Evaluating the effectiveness of active vehicle safety systems,” Accident Analysis & Prevention, vol. 100, pp. 85– 96, Mar. 2017. [Online]. Available: https://www.sciencedirect.com/ science/article/pii/S0001457517300404
  90. K.-H. Chang, “Wireless communications for vehicular safety,” IEEE Wireless Communications, vol. 22, no. 1, pp. 6–7, Feb. 2015, conference Name: IEEE Wireless Communications. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/7054711
  91. Prof. Vrushali  Awle, Muhammadkadim Rafik  Sheikh, and Aditya Sarkar, “Smart Traffic Management System,” International Journal of Advanced Research in Science, Communication and Technology, pp. 108–124, Dec. 2023. [Online]. Available: https://ijarsct.co.in/Paper14013.pdf
  92. V. Chava, S. S. Nalluri, S. H. Vinay Kommuri, and A. Vishnubhatla, “Smart Traffic Management System using YOLOv4 and MobileNetV2 Convolutional Neural Network Architecture,” in 2023 2nd International Conference on Applied Artificial Intelligence and Computing (ICAAIC), May 2023, pp. 41–47. [Online]. Available: https://ieeexplore.ieee.org/ abstract/document/10141268
  93. Dikshit, A. Atiq, M. Shahid, V. Dwivedi, and A. Thusu, “The Use of Artificial Intelligence to Optimize the Routing of Vehicles and Reduce Traffic Congestion in Urban Areas,” EAI Endorsed Transactions on Energy Web, vol. 10, Dec. 2023. [Online]. Available: https://publications.eai.eu/index.php/ew/article/view/4613
  94. Mushtaq, I. U. Haq, M. U. Imtiaz, A. Khan, and O. Shafiq, “Traffic Flow Management of Autonomous Vehicles Using Deep Reinforcement Learning and Smart Rerouting,” IEEE Access, vol. 9, pp. 51 005–51 019, 2021, conference Name: IEEE Access. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9367130
  95. J. Xiang and Z. Chen, “An adaptive traffic signal coordination optimization method based on vehicle-to-infrastructure communica- tion,” Cluster Computing, vol. 19, no. 3, pp. 1503–1514, Sep. 2016. [Online]. Available: https://doi.org/10.1007/s10586-016-0620-7
  96. N. Rao, M. Balakrishna, R. Sudheer, K. P. Raj, G. Ranganadh, N. Ahmed, and R. G. Reddy, “Smart Traffic Management System using IoT,” in 2022 IEEE International Symposium on Smart Electronic Systems (iSES), Dec. 2022, pp. 627–630. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/10027043.
  97. S. A. Hussein and A. E. Zaki, “A Fog Based Smart Traffic Management System,” Nile Journal of Communication and Computer Science, vol. 3, no. 1, pp. 1–16, May 2022, publisher: Nile Higher Institute for Engineering and Technology. [Online]. Available: https://njccs.journals.ekb.eg/article_244478.html
  98. Z. Yang,  J.  Peng,  L.  Wu,  C.  Ma,  C.  Zou,  N.  Wei,  Y.  Zhang, Y. Liu, M. Andre, D. Li, and H. Mao, “Speed-guided intelligent transportation system helps achieve low-carbon and green traffic: Evidence from real-world measurements,” Journal of Cleaner Production, vol. 268, p. 122230, Sep. 2020. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0959652620322770
  99. S. Usmonov, A. Pradeep, Z. Fakhriddinov, T. Sanjar, A. Abdurakhim, and M. Khusniddinova, “Intelligent Traffic Management System: AI-Enabled IoT Traffic Lights to Mitigate Accidents and Minimize Environmental Pollution,” in 2023 3rd International Conference on Intelligent Technologies (CONIT), Jun. 2023, pp. 1–6. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/10205868.
  100. J. Fan, K. Gao, Y. Xing, and J. Lu, “Evaluating the Effects of One-Way Traffic Management on Different Vehicle Exhaust Emissions Using an Integrated Approach,” Journal of Advanced Transportation, vol. 2019, no. 1, p. 6248796, 2019, eprint:https://onlinelibrary.wiley.com/doi/pdf/10.1155/2019/6248796. [Online]. Available: https://onlinelibrary.wiley.com/doi/abs/10.1155/ 2019/6248796
  101. S. Gandham and D. B. Meriga, “Artificial Intelligence and Machine Learning Based Models for Prediction and Treatment of Cardiovascular Diseases: A Review,” International Journal of Recent Technology and Engineering (IJRTE), vol. 11, no. 1, pp. 35–40, 2022, number: 1. [Online]. Available: https://www.mendeley.com/catalogue/ de55aeef-b389-3e2a-b9b6-dc28216dad7d/
  102. S. Jia, X. Liu, and G. Yan, “Environmental, economic   and health cobenefits of the combination strategy for alleviating traffic and emission pressure,” Energy Reports, vol. 6, pp. 3334–3345, Nov. 2020. [Online]. Available: https://www.sciencedirect.com/science/article/pii/ S2352484720316711.
  103. S. Jia, “Economic, environmental, social, and health benefits of urban traffic emission reduction management strategies: Case study of Beijing, China,” Sustainable Cities and Society, vol. 67, p. 102737, Apr. 2021. [Online]. Available: https://www.sciencedirect.com/science/ article/pii/S2210670721000329.
  104. M. Mascia, S. Hu, K. Han, R. North, M. Van Poppel, J. Theunis, Beckx, and M. Litzenberger, “Impact of Traffic Management on Black Carbon Emissions: a Microsimulation Study,” Networks and Spatial Economics, vol. 17, no. 1, pp. 269–291, Mar. 2017. [Online]. Available: https://doi.org/10.1007/s11067-016-9326-x
  105. Wu, D. Kari, X. Qi, K. Boriboonsomsin, and M. J. Barth, “Developing and evaluating an eco-speed harmonization strategy for connected vehicles,” in 2015 International Conference on Connected Vehicles and Expo (ICCVE), Oct. 2015, pp. 373–378, iSSN: 2378-1297. [Online]. Available: https://ieeexplore.ieee.org/abstract/ document/7447632
  106. S. Schafer and I. Nilsson, “Effects of Public and Private Investments in Intelligent Transportation Systems on Freight Movement Outcomes,” Transportation Research Record, vol. 2548, no. 1, pp. 90–96, Jan. 2016, publisher: SAGE Publications Inc. [Online]. Available: https://doi.org/10.3141/2548-11.
  107. S. Lockwood, R. Verma and M. Schneider, “PUBLIC-PRIVATE PARTNERSHIPS IN TOLL ROAD DEVELOPMENT: AN OVERVIEW OF GLOBAL PRACTICES,” Transportation Quarterly, vol. 54, no. 2, 2000. [Online]. Available: https://trid.trb.org/View/652976.
  108. K. A. Small, “Private Provision of Highways: Economic Issues,” Transport Reviews, vol. 30, no. 1, pp. 11–31, Jan. 2010, publisher: Routledge _eprint:https://doi.org/10.1080/01441640903189288. [On-line]. Available: https://doi.org/10.1080/01441640903189288
  109. L.   Zhang,   “Welfare   and   Financial   Implications of Unleashing Private-Sector Investment Resources on Transportation Networks Transportation Research Record, vol. 2079, no. 1, pp. 96–108, Jan. 2008, publisher: SAGE Publications Inc. [Online]. Available: https://doi.org/10.3141/2079-13
  110. G. Castelblanco, J. Guevara, H. Mesa, and D. Flores, “Risk Allocation   in   Unsolicited   and   Solicited   Road   Public- Private Partnerships: Sustainability and Management Implications,” Sustainability, vol. 12, no. 11, p. 4478, Jan. 2020, number: 11 Publisher: Multidisciplinary Digital Publishing Institute. [Online]. Available: https://www.mdpi.com/2071-1050/12/11/4478.
  111. M. Norman, “Intelligent vehicle/highway systems in the united states- the next steps,” ITE journal, vol. 60, no. 11, pp. 34–38, 1990. [Online]. Available: https://www.safetylit.org/citations/index.php?fuseaction=citations.viewdetails&citationIds[]=citjournalarticle_241230_38.
  112. K. Chen and R. D. Ervin, “Intelligent Vehicle-Highway Systems: U.S. activities and policy issues,” Technological Forecasting and Social Change, vol. 38, no. 4, pp. 363–374, Dec. 1990. [Online]. Available: https://www.sciencedirect.com/science/article/pii/004016259090005G.
  113. S. C.  Kimmel,  N.  M.  Toohey, and  J.  A.  Delborne,  “Roadblocks to responsible innovation: Exploring technology assessment and adoption in   U.S.   public   highway   construction,”   Technology in IEEE Transactions on Intelligent Transportation Systems. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9852810.
  114. B. . Kolosz, S. Grant-Muller, and K. Djemame, “Modelling uncertainty in the sustainability of Intelligent Transport Systems for highways using probabilistic data fusion,” Environmental Modelling & Software, vol. 49,   pp.   78–97,   Nov.   2013.   [Online].   Available:   https:// www.sciencedirect.com/science/article/pii/S1364815213001709.
  115. Mostafavi, D. Abraham, and D. DeLaurentis, “Ex-Ante Policy Analysis in Civil Infrastructure Systems,” Journal of Computing in Civil Engineering, vol. 28, no. 5, p. A4014006, Sep. 2014, publisher: American Society of Civil Engineers. [Online]. Available: https: //ascelibrary.org/doi/10.1061/%28ASCE%29CP.1943-5487.0000350
  116. S. C.  Kimmel,  N.  M.  Toohey, and  J.  A.  Delborne,  “Roadblocks to responsible innovation: Exploring technology assessment and adoption in   U.S.   public   highway   construction,” Technology in Society, vol. 44, pp. 66–77, Feb. 2016. [Online]. Available: https: //www.sciencedirect.com/science/article/pii/S0160791X15000962
  117. R. Singh, R. Sharma, S. Vaseem Akram, A. Gehlot, D. Buddhi, P. K. Malik, and R. Arya, “Highway 4.0: Digitalization of highways for vulnerable road safety development with intelligent IoT sensors and machine learning,” Safety Science, vol. 143, p. 105407, Nov. 2021. Online]. Available: https://www.sciencedirect.com/science/article/pii/S0925753521002514
  118. W. Baker, T. Klimek, and D. McKelvey, “Commercial Vehicle Operations  and  Intelligent  Vehicle  Highway  Systems,”  SAE International, Warrendale,   PA,   SAE   Technical   Paper   901128 Oct. 1990,   iSSN:   0148-7191,   2688-3627.   [Online].   Available: https://www.sae.org/publications/technical-papers/content/901128
  119. J. White, P. Vennapusa, and M. Dunn, “Road Map for Imple- mentation of Intelligent Compaction Technology,” pp. 2010–2018. Mar. 2014, publisher: American Society of Civil Engineers. [Online]. Available: https://ascelibrary.org/doi/10.1061/9780784413272.196
  120. Y. Cui and D. Lei, “Design of Highway Intelligent Transportation  System Based on the Internet of Things and Artificial Intelligence IEEE Access, vol. 11, pp. 46 653–46 664, 2023, conference Name: IEEE Access. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/10122968
  121. P.  Agbaje,  A.  Anjum,  A.  Mitra,  E.  Oseghale,  G.  Bloom,  and H. Olufowobi, “Survey of Interoperability Challenges in the Internet of Vehicles,” IEEE Transactions on Intelligent Transportation Systems vol. 23, no. 12, pp. 22 838–22 861, Dec. 2022, conference Name:
  122. T. Mecheva   and   N.   Kakanakov,   “Cybersecurity   in   Intelligent Transportation Systems,” Computers, vol. 9, no. 4, p. 83, Dec. 2020. number: 4 Publisher: Multidisciplinary Digital Publishing Institute, [Online]. Available: https://www.mdpi.com/2073-431X/9/4/83
  123. L. Cai,  C.  Meng,  X.  Wang,  C.  Lyu,  and  X.  Sun,  “Cooperative Vehicle-Infrastructure System Use Case Design for Smart Highway,” in 2020 7th International Conference on Information Science and Control Engineering (ICISCE), Dec. 2020, pp. 415–421. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/9532412
  124. J. K. Hedrick, “VEHICLE CONTROL ISSUES IN INTELLIGENT VEHICLE HIGHWAY SYSTEMS,” in Advances in Automotive Control 1995, ser. IFAC Postprint Volume, U. Kiencke and L. Guzzella, Eds. Oxford: Pergamon, Jan. 1995, pp. 195–202. [Online]. Available: https: //www.sciencedirect.com/science/article/pii/B9780080425894500327.
  125. G. Bathla, K. Bhadane, R. K. Singh,   R. Kumar, R. Aluvalu, R. Krishnamurthi, A. Kumar, R.N. Thakur and S. Basheer, “Autonomous Vehicles and Intelligent Automation: Applications, Challenges, and Opportunities,” Mobile Information    Systems, vol. 2022, no. 1, p.7632892, 2022. _eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1155/2022/7632892. [Online]. Available: https://onlinelibrary.wiley.com/doi/abs/10.1155/2022/7632892.
  126. K. Chen and R. D. Ervin, “Developing a Research Program in Intelligent Vehicle-Highway Systems,” SAE International, Warrendale, PA, SAE Technical Paper 891705, Aug. 1989, iSSN: 0148-7191, 2688-3627. [Online]. Available: https://www.sae.org/publications/technical-papers/content/891705/.
  127. X. Xu, L. Zuo, X. Li, L. Qian, J. Ren, and Z. Sun, “A Reinforcement Learning Approach to Autonomous Decision Making of Intelligent Vehicles on Highways,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol.   50, no. 10, pp. 3884–3897, Oct. 2020, conference Name: IEEE Transactions on Systems, Man, and Cybernetics:   Systems.   [Online].   Available: https://ieeexplore.ieee.org/abstract/document/8571191.
  128. P.  Agbaje, A. Anjum, A. Mitra, E. Oseghale, G. Bloom, and H. Olufowobi, “Survey of Interoperability Challenges in the Internet of Vehicles,” IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 12, pp. 22 838–22 861, Dec. 2022, conference Name: R. Chen and H. Mao, “The Impact of Autopilot on Tesla,” BCP  Business & Management, vol. 31, pp. 89–95, Nov. 2022.

This study examines the integration of intelligent highways to facilitate autonomous vehicle (AV) operations. Uti- lizing a multi-disciplinary approach encompassing technological assessment, infrastructural analysis, and regulatory considera- tions, this research explores how advanced road systems can significantly enhance the efficacy and safety of AVs. The study identifies the critical infrastructural and technological enhance- ments required, such as advanced Vehicle-to- Infrastructure (V2I) communication systems and embedded roadway sensors through empirical data and theoretical modeling. The findings suggest that intelligent highways are imperative to overcome current limitations in AV technology, primarily through improved data communication and safety mechanisms. These enhancements can decrease traffic congestion, minimize accident rates, and facilitate a more integrated vehicular network. The conclusions drawn underline the necessity for substantial investments in smart road systems and a cooperative regulatory framework to support the widespread adoption of AV technology.

Keywords : ISO 26262, Autonomous Vehicles, IntelligentHighways, Vehicle-to-Infrastructure (V2I), Road Safety, Traffic Management, Technological Integration, Highway Automation, Smart Infrastructure, Technological Adaptation

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