White Paper: Communication Technologies for Intelligent Transportation Systems: From Railways to UAVs and Beyond

Authors

DOI:

https://doi.org/10.26636/jtit.2025.COST-CA20120-VT2.2385

Keywords:

6G, Cell-Free, massive MIMO, interoperability, ITS, Open RAN, standardization, UAV, V2X

Abstract

This white paper aims to comprehensively analyze and consolidate the state of the art in communication technologies supporting modern and future Information and Communication Technology (ICT). Its primary objective is to establish a common understanding of how communication solutions enable automation, safety, and efficiency across multiple transport domains, including railways, road vehicles, aircraft, and unmanned aerial vehicles. The document seeks to identify key communication requirements and technological enablers necessary for interoperable and reliable ITS operation. It also assesses the limitations of current systems and proposes pathways for integrating emerging technologies such as 5G, Sixth Generation (6G), and Artificial Intelligence (AI)-driven network control. The white paper also intends to support harmonization between different transport modes through a unified framework for communication modeling, testing, and standardization. It highlights the importance of accurate channel modeling and empirical validation to design efficient, robust, and scalable systems. Another objective is to explore the use of reconfigurable intelligent surfaces, integrated sensing and communication, and digital twin concepts within ITS. The document emphasizes the role of spectrum management and standardization efforts in ensuring interoperability among diverse communication systems. Finally, the paper seeks to stimulate collaboration among academia, industry, and standardization bodies to advance the design of resilient and adaptive communication infrastructures for future transportation systems.

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References

[1] ISO, "Intelligent transport systems - reference model architecture(s) for the ITS sector - part 1: ITS service domains, service groups and services", International Organization for Standardization, Geneva, Switzerland, Tech. Rep. ISO 14813-1:2015, 2015.
View in Google Scholar

[2] C-Roads Platform, "An overview of harmonised C-ITS deployment in Europe", C-Roads Platform, Tech. Rep., 2021.
View in Google Scholar

[3] Zipline International Inc., Zipline fact sheet, Company Website, Accessed: October 2025, 2024. [Online]. Available: https://www.zipline.com/about/zipline-fact-sheet
View in Google Scholar

[4] Wikipedia, Drone-enhanced emergency medical services, Wikipedia, The Free Encyclopedia, Accessed: October 2025, 2024. [Online]. Available: https://en.wikipedia.org/wiki/Drone-Enhanced_Emergency_Medical_Services
View in Google Scholar

[5] Department of Health Abu Dhabi, Abu Dhabi to use drone technology for medical supply transfer and delivery, DoH Press Release, Accessed: October 2025, 2022. [Online]. Available: https:// www.doh.gov.ae/en/news/
View in Google Scholar

[6] H. Yang and T.L. Marzetta, "Capacity performance of multicell large-scale antenna systems", in 2013 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2013, pp. 668-675. DOI: https://doi.org/10.1109/Allerton.2013.6736589
View in Google Scholar

[7] E. Bjornson and L. Sanguinetti, "Scalable cell-free massive MIMO systems", IEEE Transactions on Communications, vol. 68, no. 7, pp. 4247-4261, 2020. DOI: https://doi.org/10.1109/TCOMM.2020.2987311
View in Google Scholar

[8] Y. Liu et al., "Reconfigurable intelligent surfaces: Principles and opportunities", IEEE Communications Surveys & Tutorials, vol. 23, no. 3, pp. 1546-1577, 2021. DOI: https://doi.org/10.1109/COMST.2021.3077737
View in Google Scholar

[9] F. Liu et al., "Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond", IEEE Journal on Selected Areas in Communications, vol. 40, no. 6, pp. 1728-1767, 2022. DOI: https://doi.org/10.1109/JSAC.2022.3156632
View in Google Scholar

[10] J.A. Zhang et al., "An overview of signal processing techniques for joint communication and radar sensing", IEEE Journal of Selected Topics in Signal Processing, vol. 15, no. 6, pp. 1295-1315, 2021. DOI: https://doi.org/10.1109/JSTSP.2021.3113120
View in Google Scholar

[11] R. He et al., "High-speed railway communications: From GSM-R to LTE-R", IEEE Vehicular Technology Magazine, vol. 11, no. 3, pp. 49-58, 2016. DOI: https://doi.org/10.1109/MVT.2016.2564446
View in Google Scholar

[12] R. He et al., "5G for railways: Next generation railway dedicated communications", IEEE Communications Magazine, vol. 60, no. 12, pp. 130-136, 2022. DOI: https://doi.org/10.1109/MCOM.005.2200328
View in Google Scholar

[13] S. Tardif et al., "Experimental trials for the future railway mobile communication system in 5grail project", in 2023 IEEE 97th Vehicular Technology Conference, IEEE, pp. 1-5, 2023. DOI: https://doi.org/10.1109/VTC2023-Spring57618.2023.10199568
View in Google Scholar

[14] R. He et al., "Radio communication scenarios in 5G-railways", China Communications, vol. 20, no. 9, pp. 235-246, 2023. DOI: https://doi.org/10.23919/JCC.ea.2021-0296.202302
View in Google Scholar

[15] X. Zhang et al., "Measurement-based channel characterization and modeling for 5G-railways at 2.16 GHz", in 2024 16th International Conference on Wireless Communications and Signal Processing (WCSP), IEEE, pp. 254-259, 2024. DOI: https://doi.org/10.1109/WCSP62071.2024.10826997
View in Google Scholar

[16] X. Zhang et al., "Measurement-based non-stationary Markov tapped delay line channel model for 5G-railways", IEEE Antennas and Wireless Propagation Letters, vol. 24, no. 8, pp. 2277-2281, 2025. DOI: https://doi.org/10.1109/LAWP.2025.3561547
View in Google Scholar

[17] M. Soliman, P. Unterhuber, and D. Gera, "First analysis of inside train communication with ITS-G5 measurement data", in 2016 International Symposium on Wireless Communication Systems (ISWCS), 2016, pp. 451-455. DOI: https://doi.org/10.1109/ISWCS.2016.7600946
View in Google Scholar

[18] J. Moreno Garcia-Loygorri, I. Val, A. Arriola, and C. Briso-Rodriguez, "2.6 GHz intra-consist channel model for train control and management systems", IEEE Access, vol. 5, pp. 23052-23059, 2017. DOI: https://doi.org/10.1109/ACCESS.2017.2759324
View in Google Scholar

[19] J. Moreno Garcia-Loygorri, I. Val, A. Arriola, and C. Briso, "Channel model and interference evaluation for a wireless train backbone", IEEE Access, vol. 7, pp. 115518-115527, 2019. DOI: https://doi.org/10.1109/ACCESS.2019.2934759
View in Google Scholar

[20] B. Sun and B. Sadeghi, "11bd tg use cases", in IEEE 802.11-19-1342/r1, 2019.
View in Google Scholar

[21] P. Unterhuber et al., "Wide band propagation in train-to-train scenarios - measurement campaign and first results", in 2017 11th European Conference on Antennas and Propagation (EU-CAP), pp. 3356-3360, 2017. DOI: https://doi.org/10.23919/EuCAP.2017.7928309
View in Google Scholar

[22] P. Unterhuber, M. Walter, and T. Kurner, "Geometry-based stochastic channel model for train-to-train communication in open field environment", in 2022 16th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2022. DOI: https://doi.org/10.23919/EuCAP53622.2022.9769480
View in Google Scholar

[23] P. Unterhuber, M. Walter, and T. Kurner, "Parametrization and validation of the geometry-based stochastic channel model for train-to-train communication", in 2023 17th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2023. DOI: https://doi.org/10.23919/EuCAP57121.2023.10133245
View in Google Scholar

[24] S. Zelenbaba et al., "Characterization of time-variant wireless channels in railway communication scenarios", in 2019 IEEE 2nd 5G World Forum (5GWF), pp. 536-541, 2019. DOI: https://doi.org/10.1109/5GWF.2019.8911706
View in Google Scholar

[25] M. Hofer, D. Loschenbrand, S. Zelenbaba, G. Humer, B. Rainer, and T. Zemen, "Massive MIMO channel measurements for a railway station scenario", in 2023 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1-6, 2023. DOI: https://doi.org/10.1109/WCNC55385.2023.10118778
View in Google Scholar

[26] M. Soliman et al., "Dynamic train-to-train propagation measurements in the millimeter wave band - campaign and first results", in 2019 13th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2019.
View in Google Scholar

[27] B. Ai, A. F. Molisch, M. Rupp, and Z.-D. Zhong, "5G key technologies for smart railways", Proceedings of the IEEE, vol. 108, no. 6, pp. 856-893, 2020. DOI: https://doi.org/10.1109/JPROC.2020.2988595
View in Google Scholar

[28] X. Zhang et al., "Cluster-based time-variant channel characterization and modeling for 5G-railways", arXiv preprint arXiv:2412.20943, 2024.
View in Google Scholar

[29] X. Cheng, Z. Huang, and L. Bai, "Channel nonstationarity and consistency for beyond 5G and 6G: A survey", IEEE Communications Surveys & Tutorials, vol. 24, no. 3, pp. 1634-1669, 2022. DOI: https://doi.org/10.1109/COMST.2022.3184049
View in Google Scholar

[30] Y. Feng, R. Wang, G. Zheng, A. Saleem, and W. Xiang, "A 3D non-stationary small-scale fading model for 5G high-speed train massive MIMO channels", IEEE Transactions on Intelligent Transportation Systems, vol. 25, no. 11, pp. 16490-16505, 2024. DOI: https://doi.org/10.1109/TITS.2024.3413855
View in Google Scholar

[31] T. Zemen et al., "Site-specific radio channel representation for 5G and 6G", IEEE Communications Magazine, Nov. 2024. DOI: https://doi.org/10.1109/MCOM.001.2400355
View in Google Scholar

[32] S. Valbonesi, A. Garzia, E. Mammi, N. Sebastian, M. Mario, and M. Ermini, "Ray-tracing simulation of railway station ecosystem in 5G scenario", INTERACT Cost Action CA20120, TD(23)06047, 2023. DOI: https://doi.org/10.23919/AEIT60520.2023.10330356
View in Google Scholar

[33] P. Unterhuber, M. Walter, U.-C. Fiebig, and T. Kurner, "Stochastic channel parameters for train-to-train communications", IEEE Open Journal of Antennas and Propagation, vol. 2, pp. 778-792, 2021. DOI: https://doi.org/10.1109/OJAP.2021.3094672
View in Google Scholar

[34] E.M. Bignotte, P. Unterhuber, A.A. Gomez, S. Sand, and M.M. Errasti, "Measurement based tapped delay line model for train-to-train communications", IEEE Transactions on Vehicular Technology, vol. 72, no. 4, pp. 4168-4181, 2023. DOI: https://doi.org/10.1109/TVT.2022.3229142
View in Google Scholar

[35] A. Lehner, T. Strang, and P. Unterhuber, "Direct train-to-train communications at low UHF frequencies", IET Microwaves, Antennas Propagation, vol. 12, no. 4, pp. 486-491, 2018. DOI: https://doi.org/10.1049/iet-map.2017.0597
View in Google Scholar

[36] P. Unterhuber, A. Lehner, and F. de Ponte Muller, "Measurement and Analysis of ITS-G5 in Railway Environments", in Communication Technologies for Vehicles, San Sebastian, pp. 62-73, 2016. DOI: https://doi.org/10.1007/978-3-319-38921-9_7
View in Google Scholar

[37] P. Unterhuber, S. Sand, U.-C. Fiebig, and B. Siebler, "Path loss models for train-to-train communications in typical high speed railway environments", IET Microwaves, Antennas Propagation, vol. 12, no. 4, pp. 492-500, 2018. DOI: https://doi.org/10.1049/iet-map.2017.0600
View in Google Scholar

[38] S. Sand et al., "Radio interference measurements for urban cooperative intelligent transportation systems", in 2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall), pp. 1-6, 2021. DOI: https://doi.org/10.1109/VTC2021-Fall52928.2021.9625167
View in Google Scholar

[39] A. Saboor, E. Vinogradov, Z. Cui, and S. Pollin, "Probability of line of sight evaluation in urban environments using 3D simulator", in 2023 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom), pp. 135-140, 2023. DOI: https://doi.org/10.1109/BlackSeaCom58138.2023.10299705
View in Google Scholar

[40] A. Saboor, E. Vinogradov, Z. Cui, S. Coene, W. Joseph, and S. Pollin, "Elevating the future of mobility: UAV-enabled intelligent transportation systems", in 2024 7th International Conference on Advanced Communication Technologies and Networking (CommNet), pp. 1-7, 2024. DOI: https://doi.org/10.1109/CommNet63022.2024.10793277
View in Google Scholar

[41] E.F. Dulia, M. S. Sabuj, and S. A. Shihab, "Benefits of advanced air mobility for society and environment: A case study of Ohio", Applied Sciences, vol. 12, no. 1, p. 207, 2021. DOI: https://doi.org/10.3390/app12010207
View in Google Scholar

[42] A.J. Hawkins, "Joby will launch UK air taxi service with Virgin Atlantic", The Verge, Mar. 2025, Accessed: 2025-04-07. [Online]. Available: https://www.theverge.com/news/629857/joby-virgin-atlantic-air-taxi-uk
View in Google Scholar

[43] L. Edmonds and L. Varanasi, "Virgin Atlantic and Joby are bringing flying taxis to the UK", AOL, Mar. 2025, Accessed: 2025-04-07. [Online]. Available: https://www.aol.com/virgin-atlantic-joby-bringing-flying-231137181.html
View in Google Scholar

[44] S.A.H. Mohsan, M.A. Khan, F. Noor, I. Ullah, and M.H. Alsharif, "Towards the unmanned aerial vehicles (UAVs): A comprehensive review", Drones, vol. 6, no. 6, p. 147, 2022. DOI: https://doi.org/10.3390/drones6060147
View in Google Scholar

[45] N. Sharma, M. Magarini, L. Dossi, L. Reggiani, and R. Nebuloni, "A study of channel model parameters for aerial base stations at 2.4 GHz in different environments", in 2018 15th IEEE Annual Consumer Communications & Networking Conference (CCNC), IEEE, pp. 1-6, 2018. DOI: https://doi.org/10.1109/CCNC.2018.8319165
View in Google Scholar

[46] P. Series, "Propagation data and prediction methods required for the design of terrestrial broadband radio access systems operating in a frequency range from 3 to 60 GHz", Recommendation ITU-R P.1410-6, 2023.
View in Google Scholar

[47] A. Al-Hourani, S. Kandeepan, and S. Lardner, "Optimal LAP altitude for maximum coverage", IEEE Wireless Communications Letters, vol. 3, no. 6, pp. 569-572, 2014. DOI: https://doi.org/10.1109/LWC.2014.2342736
View in Google Scholar

[48] M. Pang et al., "Geometry-based stochastic probability models for the LoS and NLoS paths of A2G channels under urban scenarios", IEEE Internet Things Journal, vol. 10, no. 3, pp. 2360-2372, 2023. DOI: https://doi.org/10.1109/JIOT.2022.3211524
View in Google Scholar

[49] I. Mohammed, I.B. Collings, and S.V. Hanly, "Line of sight probability prediction for UAV communication", in 2021 IEEE International Conference on Communications Workshops (ICC Workshops), Montreal, QC, Canada, pp. 1-6, 2021. DOI: https://doi.org/10.1109/ICCWorkshops50388.2021.9473740
View in Google Scholar

[50] I. Mohammed, S. Gopalam, I.B. Collings, and S.V. Hanly, "Closed form approximations for UAV line-of-sight probability in urban environments", IEEE Access, vol. 11, pp. 40 162-40 174, 2023. DOI: https://doi.org/10.1109/ACCESS.2023.3267808
View in Google Scholar

[51] A. Saboor, E. Vinogradov, Z. Cui, A. Al-Hourani, and S. Pollin, "A Geometry-Based Modelling Approach for the Line-of-Sight Probability in UAV Communications", IEEE Open Journal of the Communications Society, vol. 5, pp. 364-378, 2024. DOI: https://doi.org/10.1109/OJCOMS.2023.3341627
View in Google Scholar

[52] A. Saboor, Z. Cui, E. Vinogradov, and S. Pollin, "Air-to-ground channel model for pedestrian and vehicle users in general urban environments", IEEE Antennas and Wireless Propagation Letters, vol. 24, no. 1, pp. 227-231, 2025. DOI: https://doi.org/10.1109/LAWP.2024.3492507
View in Google Scholar

[53] 3GPP, "Enhanced LTE Support for Aerial Vehicles", 3GPP, Technical Report 36.777, Jan. 2018.
View in Google Scholar

[54] A. Al-Hourani, "On the probability of line-of-sight in urban environments", IEEE Wireless Communications Letters, vol. 9, no. 8, pp. 1178-1181, 2020. DOI: https://doi.org/10.1109/LWC.2020.2984497
View in Google Scholar

[55] A. Saboor, Z. Cui, E. Vinogradov, and S. Pollin, Empirical line-of-sight probability modeling for UAVs in random urban layouts, 2025. arXiv: 2501.14389[cs.NI]. [Online]. Available: https: //arxiv.org/abs/2501.14389
View in Google Scholar

[56] M. Gapeyenko, D. Moltchanov, S. Andreev, and R.W. Heath, "Line-of-sight probability for mmWave-based UAV communications in 3D urban grid deployments", IEEE Transactions on Wireless Communications, vol. 20, no. 10, pp. 6566-6579, 2021. DOI: https://doi.org/10.1109/TWC.2021.3075099
View in Google Scholar

[57] A. Al-Hourani and I. Guvenc, "On modeling satellite-to-ground path-loss in urban environments", IEEE Communications Letters, vol. 25, no. 3, pp. 696-700, 2021. DOI: https://doi.org/10.1109/LCOMM.2020.3037351
View in Google Scholar

[58] E. Yanmaz, R. Kuschnig, and C. Bettstetter, "Achieving air-ground communications in 802.11 networks with three-dimensional aerial mobility", in 2013 Proceedings IEEE INFOCOM, 2013, pp. 120-124. DOI: https://doi.org/10.1109/INFCOM.2013.6566747
View in Google Scholar

[59] G.E. Athanasiadou and G.V. Tsoulos, "Path loss characteristics for UAV-to-ground wireless channels", in 2019 13th European Conference on Antennas and Propagation (EuCAP), IEEE, pp. 1-4, 2019.
View in Google Scholar

[60] R. Sun and D.W. Matolak, "Air-ground channel characterization for unmanned aircraft systems part ii: Hilly and mountainous settings", IEEE Transactions on Vehicular Technology, vol. 66, no. 3, pp. 1913-1925, 2016. DOI: https://doi.org/10.1109/TVT.2016.2585504
View in Google Scholar

[61] S. Coene et al., "Path loss modeling for air-to-ground channels in a suburban environment", in 2024 18th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2024. DOI: https://doi.org/10.23919/EuCAP60739.2024.10501506
View in Google Scholar

[62] Y. Lv, W. Wang, and Y. Sun, "Narrowband UAV air-to-ground channel measurement and modeling in campus environment", in 2023 17th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2023. DOI: https://doi.org/10.23919/EuCAP57121.2023.10133249
View in Google Scholar

[63] M.R. Akdeniz et al., "Millimeter wave channel modeling and cellular capacity evaluation", IEEE journal on selected areas in communications, vol. 32, no. 6, pp. 1164-1179, 2014. DOI: https://doi.org/10.1109/JSAC.2014.2328154
View in Google Scholar

[64] H. Shakhatreh, W. Malkawi, A. Sawalmeh, M. Almutiry, and A. Alenezi, "Modeling ground-to-air path loss for millimeter wave UAV networks", arXiv preprint arXiv:2101.12024, 2021. DOI: https://doi.org/10.1155/2021/5589605
View in Google Scholar

[65] A. Saboor, Z. Cui, E. Vinogradov, and S. Pollin, "Path loss modelling for UAV communications in urban scenarios with random obstacles", arXiv preprint arXiv:2501.14411, 2025. DOI: https://doi.org/10.23919/EuCAP63536.2025.10999533
View in Google Scholar

[66] Z. Cui, A. Saboor, A. Colpaert, and S. Pollin, "Path Loss Analysis for Low-Altitude Air-to-Air Millimeter-Wave Channel in Built-Up Area", in ICC 2023 - IEEE International Conference on Communications, 2023, pp. 2643-2648, 2023. DOI: https://doi.org/10.1109/ICC45041.2023.10279619
View in Google Scholar

[67] A. Al-Hourani and K. Gomez, "Modeling cellular-to-UAV path-loss for suburban environments", IEEE Wireless Communications Letters, vol. 7, no. 1, pp. 82-85, 2017. DOI: https://doi.org/10.1109/LWC.2017.2755643
View in Google Scholar

[68] K. Wang et al., "Path loss measurement and modeling for low-altitude UAV access channels", in 2017 IEEE 86th Vehicular Technology Conference (VTC-Fall), IEEE, pp. 1-5, 2017. DOI: https://doi.org/10.1109/VTCFall.2017.8288385
View in Google Scholar

[69] A. Ranjan, B. Panigrahi, H.K. Rath, P. Misra, A. Simha, and H. Sahu, "A study on pathloss model for UAV based urban disaster and emergency communication systems", in 2018 Twenty Fourth National Conference on Communications (NCC), IEEE, pp. 1-6, 2018. DOI: https://doi.org/10.1109/NCC.2018.8600260
View in Google Scholar

[70] Y. Lyu, W. Wang, Y. Sun, and I. Rashdan, "Measurement-based fading characteristics analysis and modeling of UAV to vehicles channel", Vehicular Communications, vol. 45, p. 100 707, 2024. DOI: https://doi.org/10.1016/j.vehcom.2023.100707
View in Google Scholar

[71] M. Bucur, T. Sorensen, R. Amorim, M. Lopez, I. Z. Kovacs, and P. Mogensen, "Validation of large-scale propagation characteristics for UAVs within urban environment", in 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 2019. DOI: https://doi.org/10.1109/VTCFall.2019.8891422
View in Google Scholar

[72] E. Vinogradov, H. Sallouha, S. De Bast, M. Azari, and S. Pollin, "Tutorial on UAVs: A Blue Sky View on Wireless Communication", Journal of Mobile Multimedia, vol. 14, no. 4, pp. 395-468, 2018. DOI: https://doi.org/10.13052/jmm1550-4646.1443
View in Google Scholar

[73] Z. Cui, C. Briso-Rodriguez, K. Guan, C. Calvo-Ramirez, B. Ai, and Z. Zhong, "Measurement-based modeling and analysis of UAV air-ground channels at 1 and 4 GHz", IEEE Antennas and Wireless Propagation Letters, vol. 18, no. 9, pp. 1804-1808, 2019. DOI: https://doi.org/10.1109/LAWP.2019.2930547
View in Google Scholar

[74] 3. G. P. P. (3GPP), "38.901: Study on channel model for frequencies from 0.5 to 100 GHz", Technical Report 38.901, Jun. 2018.
View in Google Scholar

[75] S. Wu, C.-X. Wang, H. M. Aggoune, M.M. Alwakeel, and X. You, "A general 3-D non-stationary 5G wireless channel model", IEEE Transactions on Communications, vol. 66, no. 7, pp. 3065-3078, 2018. DOI: https://doi.org/10.1109/TCOMM.2017.2779128
View in Google Scholar

[76] F.D.S. Moulin, C. Wiame, C. Oestges, and L. Vandendorpe, "Stochastic geometry-based modelling of mobile UAV relay networks under realistic fading", in 2021 IEEE 93rd Vehicular Technology Conference (VTC2021-Spring), pp. 1-7, 2021. DOI: https://doi.org/10.1109/VTC2021-Spring51267.2021.9448745
View in Google Scholar

[77] L. Bai, Z. Huang, T. Feng, and X. Cheng, "A non-stationary channel model for 6G multi-UAV cooperative communication", IEEE Transactions on Wireless Communications, vol. 23, no. 2, pp. 949-961, 2024. DOI: https://doi.org/10.1109/TWC.2023.3283602
View in Google Scholar

[78] A. Colpaert, Z. Cui, E. Vinogradov, and S. Pollin, "3d non-stationary channel measurement and analysis for MaMIMO-UAV communications", IEEE Transactions on Vehicular Technology, vol. 73, no. 5, pp. 6061-6072, 2024. DOI: https://doi.org/10.1109/TVT.2023.3340447
View in Google Scholar

[79] European Telecommunications Standards Institute, "Intelligent Transport Systems (ITS); Vehicular Communications; Basic Set of Applications; Part 2: Specification of Cooperative Awareness Basic Service", ETSI EN 302 637-2 V1.4.1, 2019.
View in Google Scholar

[80] S. Jayaweera, K. Mikhaylov, and M. Hamalainen, "Enabling Cooperative Awareness for UAVs: ETSI CAM Protocol Extension", in 2022 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), pp. 339-344, 2022. DOI: https://doi.org/10.1109/EuCNC/6GSummit54941.2022.9815616
View in Google Scholar

[81] W. Anwar, N. Franchi, and G. Fettweis, "Physical Layer Evaluation of V2X Communications Technologies: 5G NR-V2X, LTE-V2X, IEEE 802.11bd, and IEEE 802.11p", in 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), pp. 1-7, 2019. DOI: https://doi.org/10.1109/VTCFall.2019.8891313
View in Google Scholar

[82] S. Jayaweera, K. Mikhaylov, and M. Hamalainen, "Enabling Cooperative Awareness for Miniature UAVs with BLE5: Range Analysis and Experimental Measurement", in IEEE 9th World Forum Internet Things (WF-IoT), 2023, pp. 1-6, 2023. DOI: https://doi.org/10.1109/WF-IoT58464.2023.10539443
View in Google Scholar

[83] S. Jayaweera, K. Mikhaylov, and M. Hamalainen, "BLE Based Cooperative Awareness for Miniature UAVs: Simulation and Experimental Analysis", IEEE Internet of Things Journal, pp. 1-1, 2025. DOI: https://doi.org/10.1109/JIOT.2025.3559304
View in Google Scholar

[84] Z. Cui, K. Guan, C. Briso, D. He, B. Ai, and Z. Zhong, Probabilistic two-ray model for air-to-air channel in built-up areas, 2019. arXiv: 1906.10909[eess.SP].
View in Google Scholar

[85] T. S. Rappaport, Wireless Communications: Principles and Practice. IEEE Press, 1996.
View in Google Scholar

[86] J. Supramongkonset, S. Duangsuwan, and S. Promwong, "A Study of A2A Channel Modeling for Small UAV-Enabled Wireless Communication", in 8th Int. Conf. Eng., Appl. Sci., Technol. (ICEAST), pp. 1-4, 2022. DOI: https://doi.org/10.1109/ICEAST55249.2022.9826307
View in Google Scholar

[87] European Union, "Commission Implementing Regulation (EU) 2020/639 of 12 May 2020 amending Implementing Regulation (EU) 2019/947 as regards standard scenarios for operations executed in or beyond the visual line of sight", Off. J. Eur. Union, vol. 63, pp. 1-31, 2020. [Online]. Available: http://data.europa.eu/eli/reg_impl/2020/639/oj
View in Google Scholar

[88] N. Bhushan et al., "Network densification: The dominant theme for wireless evolution into 5G", IEEE Communications Magazine, vol. 52, no. 2, pp. 82-89, 2014. DOI: https://doi.org/10.1109/MCOM.2014.6736747
View in Google Scholar

[89] S. Jaffry, R. Hussain, X. Gui, and S. F. Hasan, "A comprehensive survey on moving networks", IEEE Communications Surveys & Tutorials, vol. 23, no. 1, pp. 110-136, 2021. DOI: https://doi.org/10.1109/COMST.2020.3029005
View in Google Scholar

[90] L. Finarelli, F. Dressler, M. A. Marsan, and G. Rizzo, "Mobile networks on the move: Optimizing moving base stations dynamics in urban scenarios", in 2024 IEEE Vehicular Networking Conference (VNC), pp. 101-104, 2024. DOI: https://doi.org/10.1109/VNC61989.2024.10576003
View in Google Scholar

[91] X. Huang, D. Zhang, S. Tang, Q. Chen, and J. Zhang, "Fairness-based distributed resource allocation in two-tier heterogeneous networks", IEEE Access, pp. 40000-40012, 2019. DOI: https://doi.org/10.1109/ACCESS.2019.2905038
View in Google Scholar

[92] P. Moberg, P. Skillermark, N. Johansson, and A. Furuskar, "Performance and cost evaluation of fixed relay nodes in future wide area cellular networks", in IEEE PIMRC, pp. 1-5, 2007. DOI: https://doi.org/10.1109/PIMRC.2007.4394388
View in Google Scholar

[93] A. Gupta, A. Heidari, J. Jin, and D. Bharadia, Densify & conquer: Densified, smaller base-stations can conquer the increasing carbon footprint problem in nextG wireless, 2024. arXiv: 2403.13611[cs.NI].
View in Google Scholar

[94] M. Ajmone Marsan, F. Mohammadnia, C. Vitale, M. Fiore, and V. Mancuso, "Towards mobile radio access infrastructures for mobile users", Ad Hoc Networks, vol. 89, pp. 204-217, 2019. DOI: https://doi.org/10.1016/j.adhoc.2019.03.007
View in Google Scholar

[95] J. Guo, P. Walk, and H. Jafarkhani, "Optimal deployments of UAVs with directional antennas for a power-efficient coverage", IEEE Transactions on Communications, vol. 68, no. 8, pp. 5159-5174, 2020. DOI: https://doi.org/10.1109/TCOMM.2020.2992521
View in Google Scholar

[96] D. Renga and M. Meo, "Modeling battery swapping stations for sustainable urban mobility", Sustainable Energy, Grids and Networks, vol. 41, p. 101 592, 2025. DOI: https://doi.org/10.1016/j.segan.2024.101592
View in Google Scholar

[97] L. Finarelli, F. Dressler, M. A. Marsan, and G. Rizzo, "Assessing the benefits of ground vehicles as moving urban base stations", in 2025 23rd Mediterranean Communication and Computer Networking Conference (MedComNet), pp. 1-6, 2025. DOI: https://doi.org/10.1109/MedComNet65822.2025.11100287
View in Google Scholar

[98] S. Moro, F. Linsalata, M. Manzoni, M. Magarini, and S. Tebaldini, "Enhancing user localization with an integrated sensing and communication (ISAC) system: An experimental UAV search-and-rescue use case", Remote Sensing, vol. 16, no. 16, p. 3031, 2024. DOI: https://doi.org/10.3390/rs16163031
View in Google Scholar

[99] M. Manzoni et al., "Motion estimation and compensation in automotive MIMO SAR", IEEE Transactions on Intelligent Transportation Systems, pp. 1-17, 2022. DOI: https://doi.org/10.1109/TITS.2022.3219542
View in Google Scholar

[100] F. Linsalata, A. Albanese, V. Sciancalepore, F. Roveda, M. Magarini, and X. Costa-Perez, "OTFS-superimposed prach-aided localization for UAV safety applications", in 2021 IEEE Global Communications Conference (GLOBECOM), 2021, pp. 1-6, 2021. DOI: https://doi.org/10.1109/GLOBECOM46510.2021.9685862
View in Google Scholar

[101] T.-H. Tran and D.-D. Nguyen, "Management and regulation of drone operation in urban environment: A case study", Social Sciences, vol. 11, no. 10, p. 474, 2022. DOI: https://doi.org/10.3390/socsci11100474
View in Google Scholar

[102] M.K. Banafaa et al., "A comprehensive survey on 5G-and-beyond networks with UAVs: Applications, emerging technologies, regulatory aspects, research trends and challenges", IEEE access, vol. 12, pp. 7786-7826, 2024. DOI: https://doi.org/10.1109/ACCESS.2023.3349208
View in Google Scholar

[103] E. Vinogradov, F. Minucci, and S. Pollin, "Wireless communication for safe UAVs: From long-range deconfliction to short-range collision avoidance", IEEE Vehicular Technology Magazine, vol. 15, no. 2, pp. 88-95, 2020. DOI: https://doi.org/10.1109/MVT.2020.2980014
View in Google Scholar

[104] B.P. Sahoo, D. Puthal, and P.K. Sharma, "Toward advanced UAV communications: Properties, research challenges, and future potential", IEEE Internet of Things Magazine, vol. 5, no. 1, pp. 154-159, 2022. DOI: https://doi.org/10.1109/IOTM.002.2100085
View in Google Scholar

[105] B. Shang, V. Marojevic, Y. Yi, A.S. Abdalla, and L. Liu, "Spectrum sharing for UAV communications: Spatial spectrum sensing and open issues", IEEE Vehicular Technology Magazine, vol. 15, no. 2, pp. 104-112, 2020. DOI: https://doi.org/10.1109/MVT.2020.2980020
View in Google Scholar

[106] M.A. Jasim, H. Shakhatreh, N. Siasi, A.H. Sawalmeh, A. Aldalbahi, and A. Al-Fuqaha, "A survey on spectrum management for unmanned aerial vehicles (UAVs)", IEEE Access, vol. 10, pp. 11443-11499, 2021. DOI: https://doi.org/10.1109/ACCESS.2021.3138048
View in Google Scholar

[107] C. Shen, T.-H. Chang, J. Gong, Y. Zeng, and R. Zhang, "Multi-UAV interference coordination via joint trajectory and power control", IEEE Transactions on Signal Processing, vol. 68, pp. 843-858, 2020. DOI: https://doi.org/10.1109/TSP.2020.2967146
View in Google Scholar

[108] W. Liu, "Analysis of UAV data communication stability method in extreme environment", Applied and Computational Engineering, vol. 53, pp. 131-135, 2024. DOI: https://doi.org/10.54254/2755-2721/53/20241310
View in Google Scholar

[109] H. Eissfeldt and M. Biella, "The public acceptance of drones-challenges for advanced aerial mobility (AAM)", Transportation Research Procedia, vol. 66, pp. 80-88, 2022. DOI: https://doi.org/10.1016/j.trpro.2022.12.009
View in Google Scholar

[110] M. Walter, S. Gligorevic, T. Detert, and M. Schnell, "UHF/VHF air-to-air propagation measurements", in Proceedings 4th European Conference on Antennas and Propagation (EuCAP), Barcelona, Spain, 2010.
View in Google Scholar

[111] U. Erdemir, B. Kaplan, I. Hokelek, A. Gorcin, and H.A. Cirpan, "Measurement-based channel characterization for A2A and A2G wireless drone communication systems", in 2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring), pp. 1-6, 2023. DOI: https://doi.org/10.1109/VTC2023-Spring57618.2023.10199853
View in Google Scholar

[112] M. Polese, L. Bertizzolo, L. Bonati, A. Gosain, and T. Melodia, "An experimental mmWave channel model for UAV-to-UAV communications", in Proceedings of the 4th ACM Workshop on Millimeter-Wave Networks and Sensing Systems, ser. mmNets 20, London, United Kingdom: Association for Computing Machinery, 2020. DOI: https://doi.org/10.1145/3412060.3418431
View in Google Scholar

[113] L. Bernado, "Non-stationarity in vehicular wireless channels", Ph.D. dissertation, Technische Universitat Wien, Vienna, Austria, 2012.
View in Google Scholar

[114] M.A. Bellido-Manganell and M. Walter, "Non-stationary 3D M2M channel modeling and verification with aircraft-to-aircraft, drone-to-drone, vehicle-to-vehicle, and ship-to-ship measurements", IEEE Transactions on Vehicular Technology, vol. 73, no. 5, pp. 6045-6060, 2024. DOI: https://doi.org/10.1109/TVT.2023.3339299
View in Google Scholar

[115] M.A. Bellido-Manganell, "Aircraft-to-aircraft communications: Channel modeling and data link design", Ph.D. dissertation, Universitat Ulm, 2025.
View in Google Scholar

[116] P. Bello, "Aeronautical channel characterization", IEEE Transactions on Communications, vol. 21, no. 5, pp. 548-563, 1973. DOI: https://doi.org/10.1109/TCOM.1973.1091707
View in Google Scholar

[117] M.A. Bellido-Manganell, U.-C. Fiebig, and M. Walter, "Aircraft-to-aircraft channel measurements in the VHF/UHF band: Analysis of the line-of-sight and lake-reflected channel components", in 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall), pp. 1-7, 2022. DOI: https://doi.org/10.1109/VTC2022-Fall57202.2022.10012832
View in Google Scholar

[118] N. Goddemeier and C. Wietfeld, "Investigation of air-to-air channel characteristics and a UAV specific extension to the rice model", in 2015 IEEE Globecom Workshops (GC Workshops), pp. 1-5, 2015. DOI: https://doi.org/10.1109/GLOCOMW.2015.7414180
View in Google Scholar

[119] M. Walter, D. Shutin, A. Dammann, and D.W. Matolak, "Modeling of highly non-stationary low altitude aircraft-to-aircraft channels", in 2018 IEEE Military Communications Conference (MILCOM), pp. 1-5, 2018. DOI: https://doi.org/10.1109/MILCOM.2018.8599820
View in Google Scholar

[120] W. Newhall and J. Reed, "A geometric air-to-ground radio channel model", in 2002 IEEE Military Communications Conference (MILCOM), vol. 1, pp. 632-636, 2002. DOI: https://doi.org/10.1109/MILCOM.2002.1180518
View in Google Scholar

[121] S.M. Gulfam, S.J. Nawaz, A. Ahmed, M.N. Patwary, and Q. Ni, "A novel 3D analytical scattering model for air-to-ground fading channels", Applied Sciences, vol. 6, no. 8, 2016. DOI: https://doi.org/10.3390/app6080207
View in Google Scholar

[122] E. Haas, "Aeronautical channel modeling", IEEE Transactions on Vehicular Technology, vol. 51, no. 2, pp. 254-264, 2002. DOI: https://doi.org/10.1109/25.994803
View in Google Scholar

[123] M. Adhikari, A. Hazra, V.G. Menon, B.K. Chaurasia, and S. Mumtaz, "A roadmap of next-generation wireless technology for 6G-enabled vehicular networks", IEEE Internet of Things Magazine, vol. 4, no. 4, pp. 79-85, 2021. DOI: https://doi.org/10.1109/IOTM.001.2100075
View in Google Scholar

[124] J.N. Njoku, C. I. Nwakanma, G.C. Amaizu, and D.-S. Kim, "Prospects and challenges of metaverse application in data-driven intelligent transportation systems", IET Intelligent Transport Systems, vol. 17, no. 1, pp. 1-21, 2023. DOI: https://doi.org/10.1049/itr2.12252
View in Google Scholar

[125] A. Gohar and G. Nencioni, "The role of 5G technologies in a smart city: The case for intelligent transportation system", Sustainability, vol. 13, no. 9, p. 5188, 2021. DOI: https://doi.org/10.3390/su13095188
View in Google Scholar

[126] R. He et al., "Propagation channels of 5G millimeter-wave vehicle-to-vehicle communications: Recent advances and future challenges", IEEE Vehicular Technology Magazine, vol. 15, no. 1, pp. 16-26, 2019. DOI: https://doi.org/10.1109/MVT.2019.2928898
View in Google Scholar

[127] G. Sun et al., "Geometric-based channel modeling and analysis for double-RIS aided vehicle-to-vehicle communication systems", IEEE Internet of Things Journal, vol. 11, no. 10, pp. 18888-18901, 2024.96 DOI: https://doi.org/10.1109/JIOT.2024.3370148
View in Google Scholar

[128] M. Yang et al., "Measurement and characterization of vehicle-to-vehicle channels in vegetated environment", IEEE Transactions on Vehicular Technology, vol. 73, no. 11, pp. 15955-15968, 2024. DOI: https://doi.org/10.1109/TVT.2024.3421613
View in Google Scholar

[129] N. Lyamin, F. Tufvesson, and A. Fedorov, "A realistic V2X real-time simulation with spatially consistent channel modelling", INTERACT Cost Action CA20120, TD(23)04034, 2023.
View in Google Scholar

[130] W. Li, X. Hu, and T. Jiang, "Path loss models for IEEE 802.15. 4 vehicle-to-infrastructure communications in rural areas", IEEE Internet of Things Journal, vol. 5, no. 5, pp. 3865-3875, 2018. DOI: https://doi.org/10.1109/JIOT.2018.2844879
View in Google Scholar

[131] S. Jiang, W. Wang, and I. Rashdan, "V2V channel modeling at 5.2 GHz for highway environment", China Communications, vol. 19, no. 11, pp. 112-128, 2022. DOI: https://doi.org/10.23919/JCC.2022.11.009
View in Google Scholar

[132] M. Yang et al., "Dynamic V2V channel measurement and modeling at street intersection scenarios", IEEE Transactions on Antennas and Propagation, vol. 71, no. 5, pp. 4417-4432, 2023. DOI: https://doi.org/10.1109/TAP.2023.3249101
View in Google Scholar

[133] B. Rainer et al., "V2V and V2I wireless channel measurement dataset including vehicle sensor data", INTERACT Cost Action CA20120, TD(22)01075, 2022.
View in Google Scholar

[134] P. Pagani, P. Laly, E. Simon, V. Picquet, R. Errico, and D. Gaillot, "Joint sub-6 GHz and mm-Wave V2I MIMO radio channel characterization", INTERACT Cost Action CA20120, TD(25)10017, 2025. DOI: https://doi.org/10.23919/EuCAP63536.2025.10999872
View in Google Scholar

[135] J.M. Eckhardt, V. Petrov, D. Moltchanov, Y. Koucheryavy, and T. Kurner, "Channel measurements and modeling for low-terahertz band vehicular communications", IEEE Journal on Selected Areas in Communications, vol. 39, no. 6, pp. 1590-1603, 2021. DOI: https://doi.org/10.1109/JSAC.2021.3071843
View in Google Scholar

[136] Z. Zhang et al., "Characterization of wireless channel semantics: A new paradigm", IEEE VTC2024-Spring, pp. 1-5, 2024. DOI: https://doi.org/10.1109/VTC2024-Spring62846.2024.10683666
View in Google Scholar

[137] Z. Zhang et al., "Channel measurements and modeling for dynamic vehicular ISAC scenarios at 28 GHz", IEEE Transactions on Communications, vol. 73, no. 8, pp. 6884-6897, 2025. DOI: https://doi.org/10.1109/TCOMM.2025.3538851
View in Google Scholar

[138] I. Rashdan, S. Sand, S. Jiang, W. Wang, and G. Caire, "Non-stationarity analysis of vehicle-to-vulnerable road users channel in critical scenarios", in 2023 17th European Conference on Antennas and Propagation (EuCAP), 2023.
View in Google Scholar

[139] P. Unterhuber, Wideband Train-to-Train Channel Model (Mitteilungen aus dem Institut fur Nachrichtentechnik der Technischen Universitat Braunschweig). Duren: Shaker Verlag, Jan. 2023, vol. 73, ISBN: 9783844089219.
View in Google Scholar

[140] S. Jaeckel, "Quasi-deterministic channel modeling and experimental validation in cooperative and massive MIMO deployment topologies", Ph.D. dissertation, Dissertation, Ilmenau, TU Ilmenau, 2017.
View in Google Scholar

[141] Y. d. J. Bultitude and T. Rautiainen, "IST-4-027756 WINNER II D1. 1.2 V1. 2 WINNER II channel models", EBITG, TUI, UOULU, CU/CRC, NOKIA, Tech. Rep, 2007.
View in Google Scholar

[142] P. Heino, J. Meinila, L. Hentila, T. Jamsa, and P. Kyosti, "WINNER+ final channel models", Tech. Rep., 2010.
View in Google Scholar

[143] A. Murata, S.-I. I. Watanabe, H. Sasaki, H. Kawase, and M. Nosaka, "Assessing goodness of fit to a gamma distribution and estimating future projection on daily precipitation frequency using regional climate model simulations over Japan with and without the influence of tropical cyclones", Journal of Hydrometeorology, vol. 21, no. 12, pp. 2997-3010, 2020. DOI: https://doi.org/10.1175/JHM-D-20-0068.1
View in Google Scholar

[144] O. Renaudin, "Experimental channel characterization for vehicle-to-vehicle communication systems", Ph.D. dissertation, Catholic University of Louvain, Louvain-la-Neuve, Belgium, 2013.
View in Google Scholar

[145] K. Mahler, Wideband propagation channel in vehicular communication scenarios. Technische Universitaet Berlin (Germany), 2016.
View in Google Scholar

[146] I. Rashdan, "Vehicle-to-vulnerable road users channel modeling in critical scenarios", Ph.D. dissertation, 2023. DOI: https://doi.org/10.23919/EuCAP57121.2023.10133574
View in Google Scholar

[147] I. Sarris, UBX-V2X, https://github.com//u-blox//ubx-v2x, 2018.
View in Google Scholar

[148] ETSI, TR, "103 766 - v1.1.1 - intelligent transport systems (ITS)".
View in Google Scholar

[149] I. Rashdan and S. Sand, "Link-level performance of vehicle-to-vulnerable road users communication using realistic channel models", in 2024 18th European Conference on Antennas and Propagation (EuCAP), IEEE, pp. 1-5, 2024. DOI: https://doi.org/10.23919/EuCAP60739.2024.10501335
View in Google Scholar

[150] ETSI, TR, "103 257-1 v1. 1.1 (2019-05) intelligent transport systems (ITS)", Access Layer, vol. 44.
View in Google Scholar

[151] P. Alexander, D. Haley, and A. Grant, "Cooperative intelligent transport systems: 5.9-GHz field trials", Proceedings of the IEEE, vol. 99, no. 7, pp. 1213-1235, 2011. DOI: https://doi.org/10.1109/JPROC.2011.2105230
View in Google Scholar

[152] N. Cheng et al., "Big data driven vehicular networks", IEEE Network, vol. 32, no. 6, pp. 160-167, 2018. DOI: https://doi.org/10.1109/MNET.2018.1700460
View in Google Scholar

[153] K. Ali, H.X. Nguyen, Q.-T. Vien, P. Shah, and Z. Chu, "Disaster management using D2D communication with power transfer and clustering techniques", IEEE Access, vol. 6, pp. 14 643-14 654, 2018. DOI: https://doi.org/10.1109/ACCESS.2018.2793532
View in Google Scholar

[154] C. Kai, H. Li, L. Xu, Y. Li, and T. Jiang, "Energy-efficient device-to-device communications for green smart cities", IEEE Transactions on Industrial Informatics, vol. 14, no. 4, pp. 1542-1551, 2018. DOI: https://doi.org/10.1109/TII.2017.2789304
View in Google Scholar

[155] S. Jayakumar, "A review on resource allocation techniques in D2D communication for 5G and B5G technology", Peer-to-Peer Networking and Applications, vol. 14, pp. 243-269, 2021. DOI: https://doi.org/10.1007/s12083-020-00962-x
View in Google Scholar

[156] R. Daddanala, V. Mannava, L. Tawlbeh, and M. Al-Ramahi, Vehicle to vehicle (V2V) communication protocol: Components, benefits, challenges, safety and machine learning applications, 2021. arXiv: 2102.07306[cs.CY].
View in Google Scholar

[157] L. Zhang et al., "Named data networking", ACM SIGCOMM Computer Communication Review, vol. 44, no. 3, pp. 66-73, 2014. DOI: https://doi.org/10.1145/2656877.2656887
View in Google Scholar

[158] W. He et al., "Overview of V2V and V2I wireless communication for cooperative vehicle infrastructure systems", in 2019 IEEE 4th Advanced Information Technology, Electronic and Automation Control Conference (IAEAC), pp. 127-134, 2019. DOI: https://doi.org/10.1109/IAEAC47372.2019.8997786
View in Google Scholar

[159] G. Ma, Z. Chen, J. Cao, Z. Guo, Y. Jiang, and X. Guo, "A tentative comparison on CDN and NDN", in 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 2893-2898, 2014. DOI: https://doi.org/10.1109/SMC.2014.6974369
View in Google Scholar

[160] C. Felipe, A. Boukerche, L. Villas, A. Viana, and A. Loureiro, "Data communication in VANETs: A survey, challenges and applications", Ad Hoc Networks, 2014.
View in Google Scholar

[161] G. Tyson, J. Bigham, and E. Bodanese, "Towards an information-centric delay-tolerant network", in 2013 IEEE Conference on Computer Communications Workshops, IEEE, pp. 387-392, 2013. DOI: https://doi.org/10.1109/INFCOMW.2013.6970723
View in Google Scholar

[162] H. Khelifiet al., "Named data networking in vehicular ad hoc networks: State-of-the-art and challenges", IEEE Communications Surveys & Tutorials, vol. 22, no. 1, pp. 320-351, 2020. DOI: https://doi.org/10.1109/COMST.2019.2894816
View in Google Scholar

[163] J.M. Duarte, T. Braun, and L.A. Villas, "MobiVNDN: A distributed framework to support mobility in vehicular named-data networking", Ad Hoc Networks, vol. 82, pp. 77-90, 2019. DOI: https://doi.org/10.1016/j.adhoc.2018.08.008
View in Google Scholar

[164] M.F. Al-Naday, M.J. Reed, D. Trossen, and K. Yang, "Information resilience: Source recovery in an information-centric network", IEEE network, vol. 28, no. 3, pp. 36-42, 2014. DOI: https://doi.org/10.1109/MNET.2014.6843230
View in Google Scholar

[165] V. Sourlas, L. Tassiulas, I. Psaras, and G. Pavlou, "Information resilience through user-assisted caching in disruptive content-centric networks", in IFIP Networking, IEEE, pp. 1-9, 2015. DOI: https://doi.org/10.1109/IFIPNetworking.2015.7145301
View in Google Scholar

[166] J. Ott, E. Hyytia, P. Lassila, T. Vaegs, and J. Kangasharju, "Floating content: Information sharing in urban areas", in PerCom 2011, pp. 136-146, 2011. DOI: https://doi.org/10.1109/PERCOM.2011.5767578
View in Google Scholar

[167] E. Hyytia, J. Virtamo, P. Lassila, J. Kangasharju, and J. Ott, "When does content float? Characterizing availability of anchored information in opportunistic content sharing", in INFOCOM, IEEE, pp. 3137-3145, 2011. DOI: https://doi.org/10.1109/INFCOM.2011.5935160
View in Google Scholar

[168] A.A.V. Castro, G. Di Marzo Serugendo, and D. Konstantas, "Hovering information - self-organising information that finds its own storage", in IEEE SUTC, pp. 193-200, 2008. DOI: https://doi.org/10.1109/SUTC.2008.62
View in Google Scholar

[169] A. McMahon and S. Farrell, "Delay-and disruption-tolerant networking", IEEE Internet Computing, vol. 13, no. 6, pp. 82-87, 2009. DOI: https://doi.org/10.1109/MIC.2009.127
View in Google Scholar

[170] G. Manzo, M.A. Marsan, and G.A. Rizzo, "Analytical models of floating content in a vehicular urban environment", Ad Hoc Networks, vol. 88, pp. 65-80, 2019. DOI: https://doi.org/10.1016/j.adhoc.2019.01.003
View in Google Scholar

[171] E. Monticelli, B.M. Schubert, M. Arumaithurai, X. Fu, and K. Ramakrishnan, "An information centric approach for communications in disaster situations", in LANMAN, IEEE, pp. 1-6, 2014. DOI: https://doi.org/10.1109/LANMAN.2014.7028630
View in Google Scholar

[172] H.M. Islam, A. Lukyanenko, S. Tarkoma, and A. Yla-Jaaski, "Towards disruption tolerant ICN", in ISCC, IEEE, pp. 212-219, 2015. DOI: https://doi.org/10.1109/ISCC.2015.7884893
View in Google Scholar

[173] Y.-T. Yu, J. Joy, R. Fan, Y. Lu, M. Gerla, and M. Sanadidi, "DT-ICAN: A disruption-tolerant information-centric ad-hoc network", in 2014 IEEE Military Communications Conference, IEEE, pp. 1021-1026, 2014. DOI: https://doi.org/10.1109/MILCOM.2014.174
View in Google Scholar

[174] G. Manzo et al., "DeepNDN: Opportunistic data replication and caching in support of vehicular named data", in 2020 IEEE 21st International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM)", IEEE, pp. 234-243, 2020. DOI: https://doi.org/10.1109/WoWMoM49955.2020.00051
View in Google Scholar

[175] F.A. Silva, T.R. M.B. Silva, L.B. Ruiz, E. Cerqueira, and A.A.F. Loureiro, "Cedo: Content-centric dissemination algorithm for delay tolerant vehicular networks", in Proceedings of the 2013 IEEE International Conference on Communications (ICC), pp. 2582-2587, 2013.
View in Google Scholar

[176] C. Gomes and G.R. Mateus, "A low-cost design approach to WDM mesh networks", in 4th International Conference on Networking (ICN), pp. 60-67, 2005. DOI: https://doi.org/10.1007/978-3-540-31956-6_8
View in Google Scholar

[177] P. Junietz, W. Wachenfeld, K. Klonecki, and H. Winner, "Evaluation of different approaches to address safety validation of automated driving", in 2018 21st International Conference on Intelligent Transportation Systems (ITSC), IEEE, pp. 491-496, 2018. DOI: https://doi.org/10.1109/ITSC.2018.8569959
View in Google Scholar

[178] S. Hallerbach, Y. Xia, U. Eberle, and F. Koester, "Simulation-based identification of critical scenarios for cooperative and automated vehicles", SAE International Journal of Connected and Automated Vehicles, vol. 1, no. 2018-01-1066, pp. 93-106, 2018. DOI: https://doi.org/10.4271/2018-01-1066
View in Google Scholar

[179] A. Dakic, B. Rainer, M. Hofer, and T. Zemen, "Frame error rate prediction for non-stationary wireless vehicular communication links", in IEEE Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), IEEE, 2023. DOI: https://doi.org/10.1109/PIMRC56721.2023.10293870
View in Google Scholar

[180] A. Dakic, B. Rainer, M. Hofer, and T. Zemen, "Site-specific radio channel emulation", in IEEE Wireless Communications and Networking Conference (WCNC), best demo paper award, Milano, Italy, 2025. DOI: https://doi.org/10.1109/WCNC61545.2025.10978702
View in Google Scholar

[181] A. Dakic, B. Rainer, M. Hofer, and T. Zemen, "Learning without forgetting: Predicting the reliability of V2X wireless communication", in IEEE Wireless Communications and Networking Conference (WCNC), Milano, Italy, 2025. DOI: https://doi.org/10.1109/WCNC61545.2025.10978340
View in Google Scholar

[182] A. Dakic et al., "Wireless V2X communication testbed for connected, cooperative and automated mobility", in IEEE Veh. Networking Conf. (VNC), Kobe, Japan, 2024. DOI: https://doi.org/10.1109/VNC61989.2024.10575958
View in Google Scholar

[183] M. Lu, Evaluation of Intelligent Road Transport Systems, 2nd ed. London, UK: Institution of Engineering and Technology (IET), 2024. DOI: https://doi.org/10.1049/PBTR046E
View in Google Scholar

[184] B. Williams, Intelligent Transport Systems Standards. Boston, USA: Artech House, 2008.
View in Google Scholar

[185] ISO, Intelligent transport systems - Station and communication architecture. Standard ISO 21217:2020(E), 2020.
View in Google Scholar

[186] K. Zieglowski and H. Kinkelin, "An overview on vehicular communication standards", in Proc. Seminar Innovative Internet Technologies and Mobile Communications (IITM), Munich, Germany, pp. 57-61, 2020.
View in Google Scholar

[187] A. Festag, "Standards for vehicular communication - from IEEE 802.11p to 5G", Elektrotechnik & Informationstechnik, vol. 132, no. 7, pp. 409-416, 2015. DOI: https://doi.org/10.1007/s00502-015-0343-0
View in Google Scholar

[188] P. Lang et al., "Towards 6G vehicular networks: Vision, technologies, and open challenges", Computer Networks, vol. 257, no. 110916, pp. 1-16, 2025. DOI: https://doi.org/10.1016/j.comnet.2024.110916
View in Google Scholar

[189] ETSI TC ITS, Intelligent Transport Systems (ITS); LTE-V2X Access layer specification for Intelligent Transport Systems operating in the 5 GHz frequency band. Standard EN 303 613 V1.1.1, 2020.
View in Google Scholar

[190] ETSI TC ITS, Intelligent Transport Systems (ITS); LTE-V2X and NR-V2X Access layer specification for Intelligent Transport Systems operating in the 5 GHz frequency band; Release 2. Draft Standard EN 303 798 V2.0.1, 2023.
View in Google Scholar

[191] K. Abboud, H.A. Omar, and W. Zhuang, "Interworking of DSRC and cellular network technologies for V2X communications: A survey", IEEE Transactions on Vehicular Technology, vol. 65, no. 12, pp. 9457-9470, 2016. DOI: https://doi.org/10.1109/TVT.2016.2591558
View in Google Scholar

[192] J. Choi, V. Marojevic, C.B. Dietrich, J.H. Reed, and S. Ahn, "Survey of spectrum regulation for intelligent transportation systems", IEEE Access, vol. 8, pp. 140 145-140 160, 2020. DOI: https://doi.org/10.1109/ACCESS.2020.3012788
View in Google Scholar

[193] ETSI TC ITS, Intelligent Transport Systems (ITS); Access layer specification for Intelligent Transport Systems operating in the 5 GHz frequency band. Standard EN 302 663 V1.2.1, 2013.
View in Google Scholar

[194] 5G Automotive Association, Deployment Band Configuration for C-V2X at 5.9 GHz in Europe, Online, Jun. 2021. [Online]. Available: https://5gaa.org/content/uploads/2021/06/5GAA_S-210019_Position-paper-on-European-deployment-band-configuration-for-C-V2X_final.pdf
View in Google Scholar

[195] CEPT ECC, The harmonised use of Safety-Related Intelligent Transport Systems (ITS) in the 5875-5935 MHz frequency band. ECC Decision (08)01, 2025.
View in Google Scholar

[196] S. Chen et al., Cellular Vehicle-to-Everything (C-V2X). Springer, 2023. DOI: https://doi.org/10.1007/978-981-19-5130-5
View in Google Scholar

[197] TEC, Technologies and Standards for Intelligent Transport System. Technical Report 31218 (release 3.0), Oct. 2023.
View in Google Scholar

[198] 5GAA Automotive Association, ITS spectrum utilization in the Asia Pacific Region. Whitepaper, Jul. 2018.
View in Google Scholar

[199] F. Berens, P. Spaanderman, S. Abreu, and M. Wetterwald, "Worldwide standards and regulation landscape for cooperative ITS systems", H2020 Project - High Precision Positioning for Cooperative ITS (HIGHTS), Project Deliverable D 7.1, 2016.
View in Google Scholar

[200] A. Hajisami, J. Lansford, A. Dingankar, and J. Misener, "A tutorial on the LTE-V2X direct communication", IEEE Open Journal of Vehicular Technology, vol. 3, pp. 388-398, 2022. DOI: https://doi.org/10.1109/OJVT.2022.3201432
View in Google Scholar

[201] G. Shah, M. Zaman, M. Saifuddin, B. Toghi, and Y. Fallah, "Scalable cellular V2X solutions: Large-scale deployment challenges of connected vehicle safety networks", Automotive Innovation, vol. 7, no. 3, pp. 373-382, 2024. DOI: https://doi.org/10.1007/s42154-023-00277-6
View in Google Scholar

[202] J. Lansford, "LTE-V2X technology and standards", in Proc. IEEE Conference on Standards for Communications and Networking (CSCN), Munich, Germany, pp. 73-76, 2023. DOI: https://doi.org/10.1109/CSCN60443.2023.10453158
View in Google Scholar

[203] K. Sjoberg, "The importance of standards for connected and automated driving", IEEE Vehicular Technology Magazine, vol. 19, no. 3, pp. 112-114, 2024. DOI: https://doi.org/10.1109/MVT.2024.3423988
View in Google Scholar

[204] ISO, Cooperative intelligent transport systems (C-ITS) - Guidelines on the usage of standards, Part 1: Standardization landscape and releases. Technical Report ISO/TR 21186-1:2021, 2021.
View in Google Scholar

[205] T. Rappaport, Wireless Communications: Principles and Practice, 2nd. USA: Prentice Hall PTR, 2001, ISBN: 0130422320.
View in Google Scholar

[206] T.L. Marzetta, "Noncooperative cellular wireless with unlimited numbers of base station antennas", IEEE Transactions on Wireless Communications, vol. 9, no. 11, pp. 3590-3600, 2010. DOI: https://doi.org/10.1109/TWC.2010.092810.091092
View in Google Scholar

[207] T.L. Marzetta, E.G. Larsson, H. Yang, and H.Q. Ngo, Fundamentals of Massive MIMO. Cambridge University Press, 2016. DOI: https://doi.org/10.1017/CBO9781316799895
View in Google Scholar

[208] E. Nayebi, A. Ashikhmin, T. L. Marzetta, and H. Yang, "Cell-free massive MIMO systems", in 2015 49th Asilomar Conference on Signals, Systems and Computers, 2015, pp. 695-699, 2015. DOI: https://doi.org/10.1109/ACSSC.2015.7421222
View in Google Scholar

[209] H.Q. Ngo, A. Ashikhmin, H. Yang, E.G. Larsson, and T.L. Marzetta, "Cell-free massive MIMO versus small cells", IEEE Transactions on Wireless Communications, vol. 16, no. 3, pp. 1834-1850, 2017. DOI: https://doi.org/10.1109/TWC.2017.2655515
View in Google Scholar

[210] O.T. Demir, E. Bjornson, and L. Sanguinetti, "Foundations of user-centric cell-free massive MIMO", Foundations and Trends in Signal Processing, vol. 14, no. 3-4, pp. 162-472, 2021. DOI: https://doi.org/10.1561/2000000109
View in Google Scholar

[211] D. Loschenbrand, M. Hofer, L. Bernado, S. Zelenbaba, and T. Zemen, "Towards cell-free massive MIMO: A measurement-based analysis", IEEE Access, vol. 10, pp. 89232-89247, 2022. DOI: https://doi.org/10.1109/ACCESS.2022.3200365
View in Google Scholar

[212] E.P. Simon, P. Laly, J. Farah, E. Tanghe, W. Joseph, and D.P. Gaillot, "Measurement of the V2I channel in cell-free vehicular networks with the distributed MaMIMOSA channel sounder", in 2023 17th European Conference on Antennas and Propagation (EuCAP), pp. 1-5, 2023. DOI: https://doi.org/10.23919/EuCAP57121.2023.10133646
View in Google Scholar

[213] S. Chen, J. Zhang, E. Bjornson, J. Zhang, and B. Ai, "Structured massive access for scalable cell-free massive MIMO systems", IEEE Journal on Selected Areas in Communications, vol. 39, no. 4, pp. 1086-1100, 2021. DOI: https://doi.org/10.1109/JSAC.2020.3018836
View in Google Scholar

[214] P. Laly et al., "Flexible real-time MIMO channel sounder for multidimensional polarimetric parameter estimation", in 2015 IEEE Conference on Antenna Measurements and Applications (CAMA), pp. 1-3, 2015. DOI: https://doi.org/10.1109/CAMA.2015.7428142
View in Google Scholar

[215] Verified Market Reports, Roadside unit (RSU) market size, dynamics, insights & forecast, Accessed May 3, 2025. [Online]. Available: https://www.verifiedmarketreports.com/ product/roadside-unit-rsu-market/
View in Google Scholar

[216] S. Chen, R. Vuyyuru, O. Altintas, and A. Wyglinski, "Learning-based channel selection of VDSA networks in shared TV whitespace", in Vehicular Technology Conference, 1988, IEEE 38th, pp. 1-5, 2012. DOI: https://doi.org/10.1109/VTCFall.2012.6399045
View in Google Scholar

[217] E. Peltonen et al., 6G white paper on edge intelligence, no. 8. ISBN: 9789526226774, 2020.
View in Google Scholar

[218] J.M. Peha, Z. Jin, and W. de Koo, "Vehicle-to-Everything (V2X) Communications in Unlicensed Spectrum Can Be Safe and Efficient", IEEE Access, vol. 12, pp. 181 179-181 191, 2024. DOI: https://doi.org/10.1109/ACCESS.2024.3508595
View in Google Scholar

[219] J.M. Peha, "Bringing Connected Vehicle Communications (V2X) to Shared Spectrum", in 2023 19th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), pp. 431-437, 2023. DOI: https://doi.org/10.1109/WiMob58348.2023.10187776
View in Google Scholar

[220] Federal Communications Commission, FCC to Vote on Auto Safety Spectrum Rules, FCC Press Release, 2023. [Online]. Available: https://docs.fcc.gov/public/attachments/DOC-404027A1.pdf
View in Google Scholar

[221] European Electronics Communications Committee, ECC Decision (08)01 on the Harmonised Use of Safety Related Intelligent Transport Systems (ITS) in the 5875-5935 MHz Frequency Band, ECC Decision, Amended in March 2020, Mar. 2008. [Online]. Available: https://docdb.cept. org/download/b470d271-048b/ECCDEC0801.PDF
View in Google Scholar

[222] M. Mueck and C. Gaie, "Introduction to the European intelligent transport systems regulation", in European Digital Regulations, M. Mueck and C. Gaie, Eds. Cham: Springer Nature Switzerland, pp. 139-159, 2025. DOI: https://doi.org/10.1007/978-3-031-80809-8_6
View in Google Scholar

[223] 5G Automotive Association, C-V2X Standardisation in China, Online, Oct. 2022. [Online]. Available: https://5gaa.org/content/uploads/2022/10/C-V2X-standardisation-in-China.pdf
View in Google Scholar

[224] L. Li, D. Wang, X. Niu, et al., "mmWave communications for 5g: Implementation challenges and advances", Science China Information Sciences, vol. 61, no. 2, p. 021 301, 2018. DOI: https://doi.org/10.1007/s11432-017-9262-8
View in Google Scholar

[225] J. Tan et al., "Beam Alignment in mmWave V2X Communications: A Survey", IEEE Communications Surveys and Tutorials, vol. 26, no. 3, pp. 1676-1709, 2024. DOI: https://doi.org/10.1109/COMST.2024.3383093
View in Google Scholar

[226] P. Sroka and A. Kliks, "Towards edge intelligence in the automotive scenario: A discourse on architecture for database-supported autonomous platooning", Journal of Communications and Networks, vol. 24, no. 2, pp. 192-208, 2022. DOI: https://doi.org/10.23919/JCN.2022.000005
View in Google Scholar

[227] P. Sroka and A. Kliks, "Distributed learning for vehicular dynamic spectrum access in autonomous driving", in 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), pp. 605-610, 2022. DOI: https://doi.org/10.1109/PerComWorkshops53856.2022.9767374
View in Google Scholar

[228] S. Jiang, B. Li, and C. Zhao, "Fast Reinforcement Learning for Resource Optimization in Dynamic Vehicular Communications", IEEE Transactions on Intelligent Transportation Systems, pp. 1-17, 2025.
View in Google Scholar

[229] F. Naaz, A. Nauman, T. Khurshaid, and S.-W. Kim, "Empowering the vehicular network with RIS technology: A state-of-the-art review", Sensors, vol. 24, no. 2, 2024. DOI: https://doi.org/10.3390/s24020337
View in Google Scholar

[230] M.M. Saad, M.A. Tariq, J. Seo, and D. Kim, "An overview of 3GPP release 17 & 18 advancements in the context of V2X technology", in 2023 International Conference on Artificial Intelligence in Information and Communication (ICAIIC), pp. 57-62, 2023. DOI: https://doi.org/10.1109/ICAIIC57133.2023.10067121
View in Google Scholar

[231] W. Yan, X. Yuan, and X. Kuai, "Passive Beamforming and Information Transfer via Large Intelligent Surface", IEEE Wireless Communications Letters, vol. 9, no. 4, pp. 533-537, 2020. DOI: https://doi.org/10.1109/LWC.2019.2961670
View in Google Scholar

[232] Q. Wu and R. Zhang, "Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming", IEEE Transactions on Wireless Communications, vol. 18, no. 11, pp. 5394-5409, 2019. DOI: https://doi.org/10.1109/TWC.2019.2936025
View in Google Scholar

[233] Z. Huang, B. Zheng, and R. Zhang, "Roadside IRS-Aided Vehicular Communication: Efficient Channel Estimation and Low-Complexity Beamforming Design", IEEE Transactions on Wireless Communications, vol. 22, no. 9, pp. 5976-5989, 2023. DOI: https://doi.org/10.1109/TWC.2023.3238850
View in Google Scholar

[234] M.A. Javed, T.N. Nguyen, J. Mirza, J. Ahmed, and B. Ali, "Reliable Communications for Cybertwin-Driven 6G IoVs Using Intelligent Reflecting Surfaces", IEEE Transactions on Industrial Informatics, vol. 18, no. 11, pp. 7454-7462, 2022. DOI: https://doi.org/10.1109/TII.2022.3151773
View in Google Scholar

[235] Y. Zhu, B. Mao, Y. Kawamoto, and N. Kato, "Intelligent Reflecting Surface-Aided Vehicular Networks Toward 6G: Vision, Proposal, and Future Directions", IEEE Vehicular Technology Magazine, vol. 16, no. 4, pp. 48-56, 2021. DOI: https://doi.org/10.1109/MVT.2021.3113890
View in Google Scholar

[236] M.A. El Mossallamy, H. Zhang, L. Song, K.G. Seddik, Z. Han, and G.Y. Li, "Reconfigurable Intelligent Surfaces for Wireless Communications: Principles, Challenges, and Opportunities", IEEE Transactions on Cognitive Communications and Networking, vol. 6, no. 3, pp. 990-1002, 2020. DOI: https://doi.org/10.1109/TCCN.2020.2992604
View in Google Scholar

[237] Y.U. Ozcan, O. Ozdemir, and G.K. Kurt, "Reconfigurable Intelligent Surfaces for the Connectivity of Autonomous Vehicles", IEEE Transactions on Vehicular Technology, vol. 70, no. 3, pp. 2508-2513, 2021. DOI: https://doi.org/10.1109/TVT.2021.3060667
View in Google Scholar

[238] C. Pan et al., "Reconfigurable Intelligent Surfaces for 6G Systems: Principles, Applications, and Research Directions", IEEE Communications Magazine, vol. 59, no. 6, pp. 14-20, 2021. DOI: https://doi.org/10.1109/MCOM.001.2001076
View in Google Scholar

[239] Y. Ai, F.A.P. de Figueiredo, L. Kong, M. Cheffena, S. Chatzinotas, and B. Ottersten, "Secure Vehicular Communications Through Reconfigurable Intelligent Surfaces", IEEE Transactions on Vehicular Technology, vol. 70, no. 7, pp. 7272-7276, 2021. DOI: https://doi.org/10.1109/TVT.2021.3088441
View in Google Scholar

[240] Y. Chen, Y. Wang, J. Zhang, and Z. Li, "Resource Allocation for Intelligent Reflecting Surface Aided Vehicular Communications", IEEE Transactions on Vehicular Technology, vol. 69, no. 10, pp. 12 321-12 326, 2020. DOI: https://doi.org/10.1109/TVT.2020.3010252
View in Google Scholar

[241] A. Al-Hilo, M. Samir, M. Elhattab, C. Assi, and S. Sharafeddine, "Reconfigurable Intelligent Surface Enabled Vehicular Communication: Joint User Scheduling and Passive Beamforming", IEEE Transactions on Vehicular Technology, vol. 71, no. 3, pp. 2333-2345, 2022. DOI: https://doi.org/10.1109/TVT.2022.3141935
View in Google Scholar

[242] J. Wang, W. Zhang, X. Bao, T. Song, and C. Pan, "Outage Analysis for Intelligent Reflecting Surface Assisted Vehicular Communication Networks", in GLOBECOM 2020 - 2020 IEEE Global Communications Conference, pp. 1-6, 2020. DOI: https://doi.org/10.1109/GLOBECOM42002.2020.9322158
View in Google Scholar

[243] B. Ji et al., "Cooperative Transmission Algorithm of RIS-Assisted Intelligent Transportation System Under Aggregated Interference", IEEE Transactions on Intelligent Transportation Systems, pp. 1-12, 2024.
View in Google Scholar

[244] Z. Wu, H. Zhang, L. Li, Y. Lu, C. Sun, and H. Li, "Mobile Edge Intelligence and Computing with Star-RIS Assisted Intelligent Autonomous Transport System", IEEE Transactions on Intelligent Transportation Systems, pp. 1-12, 2025. DOI: https://doi.org/10.1109/TITS.2025.3566384
View in Google Scholar

[245] Y. Qin, M. Han, L. Zhang, C.-X. Mao, and H. Zhu, "A compact dual-band omnidirectional circularly polarized filtering antenna for UAV communications", IEEE Transactions on Vehicular Technology, vol. 72, no. 12, pp. 16742-16747, 2023. DOI: https://doi.org/10.1109/TVT.2023.3295875
View in Google Scholar

[246] Y. Zhou, G. Zhao, Y.J. Zhang, and M.S. Tong, "An omnidirectional vertical-polarized c-V2X antenna with high gain and low profile", in 2021 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (APS/URSI), pp. 1956-1957, 2021. DOI: https://doi.org/10.1109/APS/URSI47566.2021.9704103
View in Google Scholar

[247] R. Vasudevan and V. Nagaraju, "Miniaturized semi-hexagonal aperture shape antenna with elliptical ground for c-V2X communication", in 2022 International Conference on Automation, Computing and Renewable Systems (ICACRS), pp. 233-238, 2022. DOI: https://doi.org/10.1109/ICACRS55517.2022.10029330
View in Google Scholar

[248] R. Vasudevan and V. Nagaraju, "Compact ultra wide band modified circular robo type antenna for c-V2X application", International Journal of RF Technologies, vol. 15, no. 1, pp. 3-18, 2025. DOI: https://doi.org/10.3233/RFT-230043
View in Google Scholar

[249] M. Arif and M.O. Hasna, "Analysis of fluctuations of antenna pattern in u-V2X communications", Physical Communication, vol. 58, p. 102 066, 2023. DOI: https://doi.org/10.1016/j.phycom.2023.102066
View in Google Scholar

[250] R. Saravanakumar et al. "Advancements in mutual impedance feeding for enhanced performance in ITS-V2X linear arrays antenna", in 2024 IEEE 3rd International Conference on Electrical Power and Energy Systems (ICEPES), 2024, pp. 1-6. DOI: https://doi.org/10.1109/ICEPES60647.2024.10653477
View in Google Scholar

[251] L.F. Riano Galeano and H.P. Penagos, "Effect of size on mutual impedance coupling in a smart switched-beam antenna array", Ciencia, Ingenierias y Aplicaciones, vol. 6, no. 2, pp. 81-104, 2023. DOI: https://doi.org/10.22206/cyap.2023.v6i2.2987
View in Google Scholar

[252] K. Chen, J. Xu, S.-Y. Tang, Y. Wang, and W. Hong, "Millimeter-wave active beam-tilted phased array modules and seamless integration design with ultra-wideband sub-6 GHz antenna for future V2X applications", IEEE Transactions on Antennas and Propagation, pp. 1-1, 2024. DOI: https://doi.org/10.1109/TAP.2024.3518064
View in Google Scholar

[253] J.R. Randall, M. Dittman, M. Ettorre, and J.A. Nanzer, "A dynamic phased array for steerable secure V2X wireless communications", Authorea Preprints, 2024. DOI: https://doi.org/10.36227/techrxiv.172710241.14103424/v1
View in Google Scholar

[254] K. Sujanth Narayan, J. Baskaradas, and D.R. Kumar, "Design of a CPW-fed compact MIMO antenna for next generation vehicle to everything (V2X) communication", Wireless Personal Communications, vol. 120, pp. 2179-2200, 2021. DOI: https://doi.org/10.1007/s11277-021-08922-1
View in Google Scholar

[255] M. Ikram, K.S. Sultan, A.M. Abbosh, and N. Nguyen-Trong, "Sub-6 GHz and mm-wave 5G vehicle-to-everything (5G-V2X) MIMO antenna array", IEEE Access, vol. 10, pp. 49688-49695, 2022. DOI: https://doi.org/10.1109/ACCESS.2022.3172931
View in Google Scholar

[256] U.S. Department of Transportation (October), ITS JPO Blog: Demonstrating Interoperability for Safer Transportation, Accessed 2024, October, Oct. 2024. [Online]. Available: https://www.its. dot.gov/communications/blogs/itsjpo_directors_blog_17.htm
View in Google Scholar

[257] N. Bagheri, J.M. Peha, and F.J. Velez, "Fractal patch antenna based on photonic crystal for enhanced millimeter-wave communication in intelligent transportation systems", Radio Science, 2025. DOI: https://doi.org/10.1029/2024RS008072
View in Google Scholar

[258] S. Zelenbaba, B. Rainer, M. Hofer, and T. Zemen, "Wireless digital twin for assessing the reliability of vehicular communication links", in 2022 IEEE Globecom Workshops (GC Wkshps), IEEE, pp. 1034-1039, 2022. DOI: https://doi.org/10.1109/GCWkshps56602.2022.10008559
View in Google Scholar

[259] D. Yan et al., "Modeling and analysis of V2I links for the handover situations at mmWave band", IEEE Transactions on Vehicular Technology, vol. 72, no. 10, pp. 12450-12463, 2023. DOI: https://doi.org/10.1109/TVT.2023.3271670
View in Google Scholar

[260] C. Brennan, A. W. Mbugua, Y. Chen, and S. Hussain, "Interpolation of reflected and diffracted rays for accelerated ray tracing simulation", in 2025 19th European Conference on Antennas and Propagation (EuCAP), IEEE, 2025, pp. 1-5, 2025. DOI: https://doi.org/10.23919/EuCAP63536.2025.10999585
View in Google Scholar

[261] M. Schmidhammer, B. Siebler, C. Gentner, and S. Sand, "Reflection point localization without prior environmental knowledge", in 2025 19th European Conference on Antennas and Propagation (EuCAP), IEEE, 2025, pp. 1-5. DOI: https://doi.org/10.23919/EuCAP63536.2025.11000020
View in Google Scholar

[262] M. Schmidhammer, "Ubiquitous radio sensing: Localization of non-cooperative users", Ph.D. dissertation, Ulm University, 2022.
View in Google Scholar

[263] F. Liu and C. Masouros, "A tutorial on joint radar and communication transmission for vehicular networks - Part I: Background and fundamentals", IEEE Communications Letters, vol. 25, no. 2, pp. 322-326, 2021. DOI: https://doi.org/10.1109/LCOMM.2020.3025310
View in Google Scholar

[264] H. Wymeersch and G. Seco-Granados, "Radio localization and sensing - Part II: State-of-the-art and challenges", IEEE Communications Letters, vol. 26, no. 12, pp. 2821-2825, 2022. DOI: https://doi.org/10.1109/LCOMM.2022.3206846
View in Google Scholar

[265] X. Cheng, D. Duan, S. Gao, and L. Yang, "Integrated sensing and communications (ISAC) for vehicular communication networks (VCN)", IEEE Internet of Things Journal, vol. 9, no. 23, pp. 23 441-23 451, 2022. DOI: https://doi.org/10.1109/JIOT.2022.3191386
View in Google Scholar

[266] C. Cre , Z. Bing, and A. C. Knoll, "Intelligent transportation systems using roadside infrastructure: A literature survey", IEEE Transactions on Intelligent Transportation Systems, vol. 25, no. 7, pp. 6309-6327, 2024. DOI: https://doi.org/10.1109/TITS.2023.3343434
View in Google Scholar

[267] "3GPP TR 22.837: Technical Specification Group TSG SA; Feasibility Study on Integrated Sensing and Communication (Release 19)", 3rd Generation Partnership Project (3GPP), Tech. Rep., Jun. 2024.
View in Google Scholar

[268] "Integrated Sensing and Communications (ISAC); Use Cases and Deployment Scenarios", ETSI ISG ISAC, Tech. Rep., Mar. 2025.
View in Google Scholar

[269] W. Zhou, R. Zhang, G. Chen, and W. Wu, "Integrated sensing and communication waveform design: A survey", IEEE Open Journal of the Communications Society, vol. 3, pp. 1930-1949, 2022. DOI: https://doi.org/10.1109/OJCOMS.2022.3215683
View in Google Scholar

[270] E. Memisoglu, T. Yilmaz, and H. Arslan, "Waveform design with constellation extension for OFDM dual-functional radar-communications", IEEE Transactions on Vehicular Technology, vol. 72, no. 11, pp. 14245-14254, 2023. DOI: https://doi.org/10.36227/techrxiv.21592185.v1
View in Google Scholar

[271] W. Yuan, Z. Wei, S. Li, J. Yuan, and D.W.K. Ng, "Integrated sensing and communication-assisted orthogonal time frequency space transmission for vehicular networks", IEEE Journal of Selected Topics in Signal Processing, vol. 15, no. 6, pp. 1515-1528, 2021. DOI: https://doi.org/10.1109/JSTSP.2021.3117404
View in Google Scholar

[272] L. M.-M. Suarez, K. Chen-Hu, M. J. F.-G. Garcia, and A. G. Armada, "Robust integrated sensing and communications in delay-doppler domain using superimposed training", in 2023 IEEE Globecom Workshops (GC Wkshps), 2023, pp. 1404-1409. DOI: https://doi.org/10.1109/GCWkshps58843.2023.10464932
View in Google Scholar

[273] Z. Du et al., "Towards ISAC-empowered vehicular networks: Framework, advances, and opportunities", arXiv preprint arXiv:2305.00681, 2023.
View in Google Scholar

[274] S.E. Zegrar, H. Haif, and H. Arslan, "OTFS-based ISAC for super-resolution range-velocity profile", IEEE Transactions on Communications, vol. 72, no. 7, pp. 3934-3946, 2024. DOI: https://doi.org/10.1109/TCOMM.2024.3369672
View in Google Scholar

[275] M. Ashury et al., "Joint estimation of channel, range, and Doppler for FMCW radar with sparse Bayesian learning", in 2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2024, pp. 111-115. DOI: https://doi.org/10.1109/SPAWC60668.2024.10694276
View in Google Scholar

[276] M. Hofer et al., "Similarity of wireless multiband propagation in urban vehicular-to-infrastructure scenarios", in 2024 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 2024. DOI: https://doi.org/10.1109/PIMRC59610.2024.10817364
View in Google Scholar

[277] M. Schmidhammer, C. Gentner, S. Sand, and U.-C. Fiebig, "Multipath-enhanced device-free localization in wideband wireless networks", IEEE Antennas Wireless Propag. Lett., vol. 20, no. 4, pp. 453-457, 2021. DOI: https://doi.org/10.1109/LAWP.2021.3052438
View in Google Scholar

[278] M. Schmidhammer, C. Gentner, M. Walter, S. Sand, B. Siebler, and U.-C. Fiebig, "Empirical fading model and Bayesian calibration for multipath-enhanced device-free localization", IEEE Trans. Wireless Commun., vol. 23, no. 8, pp. 8168-8183, 2024. DOI: https://doi.org/10.1109/TWC.2023.3344183
View in Google Scholar

[279] W.-D. Shen, Y.-C. Lu, H.-Y. Wei, and H. Zhang, "Enhancing intersection safety through ISAC-enabled sidelink communication in next generation vehicular networks", in 2025 IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), IEEE, pp. 1-5, 2025. DOI: https://doi.org/10.1109/APWCS67981.2025.11151905
View in Google Scholar

[280] H. C. Yildirim, M. F. Keskin, H. Wymeersch, and F. Horlin, "OFDM-based JCAS under attack: The dual threat of spoofing and jamming in WLAN sensing", IEEE Internet of Things Journal, pp. 1-1, 2025. DOI: https://doi.org/10.1109/RadarConf2458775.2024.10549000
View in Google Scholar

[281] E. Moro, F. Linsalata, M. Magarini, U. Spagnolini, and A. Capone, "Advancing o-RAN to facilitate intelligence in V2X", IEEE Network, pp. 1-1, 2025. DOI: https://doi.org/10.1109/MNET.2025.3553581
View in Google Scholar

[282] F. Linsalata, E. Moro, F. Gjeci, M. Magarini, U. Spagnolini, and A. Capone, "Addressing control challenges in vehicular networks through o-RAN: A novel architecture and simulation framework", IEEE Transactions on Vehicular Technology, vol. 73, no. 7, pp. 9344-9355, 2024. DOI: https://doi.org/10.1109/TVT.2024.3355202
View in Google Scholar

[283] P. Li, J. Fan, and J. Wu, "Exploring the key technologies and applications of 6G wireless communication network", iScience, vol. 28, no. 5, p. 112281, 2025. DOI: https://doi.org/10.1016/j.isci.2025.112281
View in Google Scholar

[284] W. Jiang, B. Han, M. A. Habibi, and H. D. Schotten, "The road towards 6G: A comprehensive survey", IEEE Open Journal of the Communications Society, vol. 2, pp. 334-366, 2021. DOI: https://doi.org/10.1109/OJCOMS.2021.3057679
View in Google Scholar

[285] 10 Important Auto Industry Trends (2024-2026) - explodingtopics.com, https://explodingtopics.com/blog/auto-industry-trends, [Accessed 16-04-2025].
View in Google Scholar

[286] L. Bariah et al., "A prospective look: Key enabling technologies, applications and open research topics in 6G networks", IEEE Access, vol. 8, pp. 174 792-174 820, 2020. DOI: https://doi.org/10.1109/ACCESS.2020.3019590
View in Google Scholar

[287] M. Polese, J. M. Jornet, T. Melodia, and M. Zorzi, "Toward end-to-end, full-stack 6G terahertz networks", IEEE Communications Magazine, vol. 58, no. 11, pp. 48-54, 2020. DOI: https://doi.org/10.1109/MCOM.001.2000224
View in Google Scholar

[288] J. Zong, Y. Liu, H. Liu, Q. Wang, and P. Chen, "6g cell-free network architecture", in 2022 IEEE 2nd International Conference on Electronic Technology, Communication and Information (ICETCI), pp. 421-425, 2022. DOI: https://doi.org/10.1109/ICETCI55101.2022.9832308
View in Google Scholar

[289] G. Rizzo, M. A. Marsan, C. Esposito, and B. Boi, "Green operations of SWIPT networks: The role of end-user devices", IEEE Transactions on Green Communications and Networking, pp. 1-1, 2025. DOI: https://doi.org/10.1109/TGCN.2025.3552557
View in Google Scholar

[290] K. Trichias, A. Kaloxylos, and C. Willcock, "6G global landscape: A comparative analysis of 6G targets and technological trends", in 2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), pp. 1-6, 2024. DOI: https://doi.org/10.1109/EuCNC/6GSummit60053.2024.10597064
View in Google Scholar

[291] A. Ansariyar and S. Laaly, "Statistical analysis of connected and autonomous vehicles (CAVs) effects on the environment in terms of pollutants and fuel consumption", in 2022 International Conference on Frontiers of Artificial Intelligence and Machine Learning (FAIML), 2022, pp. 151-156. DOI: https://doi.org/10.1109/FAIML57028.2022.00037
View in Google Scholar

[292] D. Gao, J. Wu, and L. Niu, "A method for comprehensive ability assessment of smart city construction from the perspective of big data", in 2021 International Conference on Intelligent Transportation, Big Data & Smart City (ICITBS), 2021, pp. 51-54. DOI: https://doi.org/10.1109/ICITBS53129.2021.00021
View in Google Scholar

[293] C.-X. Wang et al., "On the road to 6G: Visions, requirements, key technologies, and testbeds", IEEE Communications Surveys and Tutorials, vol. 25, no. 2, pp. 905-974, 2023. DOI: https://doi.org/10.1109/COMST.2023.3249835
View in Google Scholar

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2025-12-18

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[1]
“White Paper: Communication Technologies for Intelligent Transportation Systems: From Railways to UAVs and Beyond”, JTIT, pp. 1–108, Dec. 2025, doi: 10.26636/jtit.2025.COST-CA20120-VT2.2385.