{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T00:28:23Z","timestamp":1771460903738,"version":"3.50.1"},"reference-count":107,"publisher":"MDPI AG","issue":"13","license":[{"start":{"date-parts":[[2023,7,3]],"date-time":"2023-07-03T00:00:00Z","timestamp":1688342400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The Internet of vehicles (IoV) is an Internet-of-things-based network in the area of transportation. It comprises sensors, network communication, automation control, and data processing and enables connectivity between vehicles and other objects. This study performed main path analysis (MPA) to investigate the trajectory of research regarding the IoV. Studies were extracted from the Web of Science database, and citation networks among these studies were generated. MPA revealed that research in this field has mainly covered media access control, vehicle-to-vehicle channels, device-to-device communications, layers, non-orthogonal multiple access, and sixth-generation communications. Cluster analysis and data mining revealed that the main research topics related to the IoV included wireless channels, communication protocols, vehicular ad hoc networks, security and privacy, resource allocation and optimization, autonomous cruise control, deep learning, and edge computing. By using data mining and statistical analysis, we identified emerging research topics related to the IoV, namely blockchains, deep learning, edge computing, cloud computing, vehicular dynamics, and fifth- and sixth-generation mobile communications. These topics are likely to help drive innovation and the further development of IoV technologies and contribute to smart transportation, smart cities, and other applications. On the basis of the present results, this paper offers several predictions regarding the future of research regarding the IoV.<\/jats:p>","DOI":"10.3390\/s23136120","type":"journal-article","created":{"date-parts":[[2023,7,4]],"date-time":"2023-07-04T01:42:47Z","timestamp":1688434967000},"page":"6120","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Knowledge Development Trajectory of the Internet of Vehicles Domain Based on Main Path Analysis"],"prefix":"10.3390","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-7400-9946","authenticated-orcid":false,"given":"Tang-Min","family":"Hsieh","sequence":"first","affiliation":[{"name":"College of Management, National Taipei University of Technology, 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai-Ying","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering and Management, National Taipei University of Technology, 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2023,7,3]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"5356","DOI":"10.1109\/ACCESS.2016.2603219","article-title":"Internet of vehicles: Motivation, layered architecture, network model, challenges, and future aspects","volume":"4","author":"Kaiwartya","year":"2016","journal-title":"IEEE Access"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s41650-017-0018-6","article-title":"Architecture and key technologies for internet of vehicles: A survey","volume":"2","author":"Yang","year":"2017","journal-title":"J. Commun. Inf. Netw."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Gasmi, R., and Aliouat, M. (2019, January 26\u201327). Vehicular Ad Hoc NETworks versus internet of vehicles\u2014A Comparative View. Proceedings of the 2019 International Conference on Networking and Advanced Systems (ICNAS), Annaba, Algeria.","DOI":"10.1109\/ICNAS.2019.8807870"},{"key":"ref_4","first-page":"7533","article-title":"SURFER: A secure SDN-based routing protocol for internet of vehicles","volume":"7","author":"Mershad","year":"2020","journal-title":"IEEE Internet Things J."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"6473","DOI":"10.1109\/ACCESS.2018.2887076","article-title":"Deployment of IoV for smart cities: Applications, architecture, and challenges","volume":"7","author":"Ang","year":"2019","journal-title":"IEEE Access"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/j.comnet.2018.01.004","article-title":"Vehicular cloud computing: Architectures, applications, and mobility","volume":"135","author":"Boukerche","year":"2018","journal-title":"Comput. Netw."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Amin, F., Abbasi, R., Mateen, A., Ali Abid, M., and Khan, S. (2022). A Step toward Next-Generation Advancements in the Internet of Things Technologies. Sensors, 22.","DOI":"10.3390\/s22208072"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Amin, F., Abbasi, R., Khan, S., and Abid, M.A. (2022). An Overview of Medium Access Control and Radio Duty Cycling Protocols for Internet of Things. Electronics, 11.","DOI":"10.3390\/electronics11233873"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"3701","DOI":"10.1109\/JIOT.2017.2690902","article-title":"Internet of vehicles: Architecture, protocols, and security","volume":"5","author":"Zeadally","year":"2018","journal-title":"IEEE Internet Things J."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"343","DOI":"10.1109\/ACCESS.2015.2416657","article-title":"Toward social internet of vehicles: Concept, architecture, and applications","volume":"3","author":"Alam","year":"2015","journal-title":"IEEE Access"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1007\/BF03391543","article-title":"Software defined internet of vehicles: Architecture, challenges and solutions","volume":"1","author":"Jiacheng","year":"2016","journal-title":"J. Commun. Inf. Netw."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Hartenstein, H., and Laberteaux, K. (2009). VANET: Vehicular Applications and Inter-Networking Technologies, Wiley.","DOI":"10.1002\/9780470740637"},{"key":"ref_13","unstructured":"Nanjie, L. (2011). WinWin Magazine, Huawei."},{"key":"ref_14","first-page":"821","article-title":"A bi-directional security authentication architecture for the internet of vehicles","volume":"6","author":"Li","year":"2012","journal-title":"Appl. Math. Inf. Sci."},{"key":"ref_15","first-page":"3101276","article-title":"A Heterogeneous IoV Architecture for Data Forwarding in Vehicle to Infrastructure Communication","volume":"2019","author":"Sherazi","year":"2019","journal-title":"Mobile Inf. Syst."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Bonomi, F., Milito, R., Zhu, J., and Addepalli, S. (2014). Fog Computing: A Platform for Internet of Things and Analytics, Springer.","DOI":"10.1007\/978-3-319-05029-4_7"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1109\/CC.2016.7405730","article-title":"A novel load balancing strategy of software-defined cloud\/fog networking in the internet of vehicles","volume":"13","author":"He","year":"2016","journal-title":"China Commun."},{"key":"ref_18","first-page":"4","article-title":"A seven-layered model architecture for internet of vehicles","volume":"1","author":"Zeadally","year":"2017","journal-title":"J. Inf. Telecommun."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Wang, M., Wu, J., Li, G., Li, J., Li, Q., and Wang, S. (2017, January 14\u201317). Toward mobility support for information-centric IoV in smart city using fog computing. Proceedings of the IEEE International Conference on Smart Energy Grid Engineering (SEGE), Oshawa, ON, Canada.","DOI":"10.1109\/SEGE.2017.8052825"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1109\/MCOM.2014.6871677","article-title":"Context-Aware Vehicular Cyber-Physical Systems with Cloud Support: Architecture, Challenges, and Solutions","volume":"52","author":"Wan","year":"2014","journal-title":"IEEE Commun. Mag."},{"key":"ref_21","first-page":"2533","article-title":"A survey on device-to-device (D2D) communication: Architecture and security issues","volume":"19","author":"Alharbi","year":"2017","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"480","DOI":"10.1016\/j.procs.2018.04.055","article-title":"IoV distributed architecture for real-time traffic data analytics","volume":"130","author":"Nahri","year":"2018","journal-title":"Procedia Comput. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1109\/MCOM.2019.1800772","article-title":"A hierarchical architecture for the future internet of vehicles","volume":"57","author":"Liu","year":"2019","journal-title":"IEEE Commun. Mag."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1109\/MCOMSTD.001.1900053","article-title":"Survey on the internet of vehicles: Network architectures and applications","volume":"4","author":"Ji","year":"2020","journal-title":"IEEE Commun. Stand. Mag."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1186\/s13638-017-0905-4","article-title":"Performance analysis for an enhanced architecture of IoV via content-centric networking","volume":"2017","author":"Li","year":"2017","journal-title":"EURASIP J. Wire. Commun. Netw."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Mandal, T., and Sarkar, S. (2020, January 19). An Efficient Block Chain Based Security Scheme for Internet of Vehicles (IoV): ICAISC-2020. Proceedings of the International Conference on Recent Trends in Artificial Intelligence, IOT, Smart Cities & Applications, Hyderabad, India.","DOI":"10.2139\/ssrn.3805443"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Magaia, N., Mastorakis, G., Mavromoustakis, C., Pallis, E., and Markakis, E.K. (2021). Intelligent Technologies for Internet of Vehicles, Springer. Internet of Things.","DOI":"10.1007\/978-3-030-76493-7"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Gao, L., Wu, C., Du, Z., Yoshinaga, T., Zhong, L., Liu, F., and Ji, Y. (2022). Toward Efficient Blockchain for the Internet of Vehicles with Hierarchical Blockchain Resource Scheduling. Electronics, 11.","DOI":"10.3390\/electronics11050832"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"107430","DOI":"10.1016\/j.compeleceng.2021.107430","article-title":"Architecture and Key Terminal Technologies of 5G-based Internet of Vehicles","volume":"95","author":"Wang","year":"2021","journal-title":"Comput. Electr. Eng."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Mao, M., Yi, P., Hou, L., and Zhao, W. (2023). A Controller-Based Roadside Unit Plane Architecture for Software-Defined Internet of Vehicles. Cluster Comput., 1\u201315.","DOI":"10.1007\/s10586-023-04007-9"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1007\/s10617-021-09249-7","article-title":"Candidate architectures for emerging IoV: A survey and comparative study","volume":"25","author":"Hichri","year":"2021","journal-title":"Des. Autom. Embed. Syst."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"804","DOI":"10.1109\/TVT.2011.2107584","article-title":"Provable systemwide safety in intelligent intersections","volume":"60","author":"Kowshik","year":"2011","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Elsagheer Mohamed, S.A., Alshalfan, K.A., Al-Hagery, M.A., and Ben Othman, M.T. (2022). Safe driving distance and speed for collision avoidance in connected vehicles. Sensors, 22.","DOI":"10.3390\/s22187051"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Spiliotis, A., Giannopoulos, F., Spandonidis, C., Gkemou, M., and Kalfa, N. (2022). Integration and field evaluation of an IoV system for enhancing road safety. Appl. Sci., 12.","DOI":"10.3390\/app122312262"},{"key":"ref_35","unstructured":"Buyya, R., and Dastjerdi, A.V. (2016). Internet of Things, Morgan Kaufmann."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"11","DOI":"10.23956\/ijarcsse.v8i1.512","article-title":"Internet of vehicles: An introduction","volume":"8","author":"Sadiku","year":"2018","journal-title":"Int. J. Adv. Res. Comput. Sci. Softw. Eng."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1016\/j.tra.2015.04.003","article-title":"Preparing a nation for autonomous vehicles: Opportunities, barriers and policy recommendations","volume":"77","author":"Fagnant","year":"2015","journal-title":"Transp. Res. Part A Policy Pract."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Pinggera, P., Ramos, S., Gehrig, S., Franke, U., Rother, C., and Mester, R. (2016, January 9\u201314). Lost and found: Detecting small road hazards for self-driving vehicles. Proceedings of the 2016 IEEE\/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Republic of Korea.","DOI":"10.1109\/IROS.2016.7759186"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1038\/227669a0","article-title":"Citation indexing for studying science","volume":"227","author":"Garfield","year":"1970","journal-title":"Nature"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1948","DOI":"10.1002\/asi.20903","article-title":"Main-path analysis and path-dependent transitions in HistCite\u2122-based historiograms","volume":"59","author":"Leydesdorff","year":"2008","journal-title":"J. Am. Soc. Inf. Sci. Technol."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1002\/hrdq.20023","article-title":"Who is citing whom: Citation network analysis among HRD publications from 1990 to 2007","volume":"20","author":"Jo","year":"2009","journal-title":"Hum. Resour. Dev. Q."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Garfield, E., Sher, I.H., and Torpie, R.J. (1964). The Use of Citation Data in Writing the History of Science, Institute for Scientific Information Inc.","DOI":"10.21236\/AD0466578"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/0378-8733(89)90017-8","article-title":"Connectivity in a citation network: The development of DNA theory","volume":"11","author":"Hummon","year":"1989","journal-title":"Soc. Netw."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1007\/s11192-019-03034-x","article-title":"A few notes on main path analysis","volume":"119","author":"Liu","year":"2019","journal-title":"Scientometrics"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"528","DOI":"10.1002\/asi.21692","article-title":"An integrated approach for the main path analysis: The development of the Hirsch index as an example","volume":"63","author":"Liu","year":"2012","journal-title":"J. Am. Soc. Inf. Sci. Technol."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"026113","DOI":"10.1103\/PhysRevE.69.026113","article-title":"Finding and evaluating community structure in networks","volume":"69","author":"Newman","year":"2004","journal-title":"Phys. Rev. E"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1109\/MCOM.2003.1252800","article-title":"MAC for dedicated short-range communications in intelligent transport system","volume":"41","author":"Zhu","year":"2003","journal-title":"IEEE Commun. Mag."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1109\/TITS.2008.922881","article-title":"Vehicle-vehicle channel models for the 5-GHz band","volume":"9","author":"Sen","year":"2008","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1109\/MWC.2009.5361174","article-title":"A survey on vehicle-to-vehicle propagation channels","volume":"16","author":"Molisch","year":"2009","journal-title":"IEEE Wirel. Commun."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1784","DOI":"10.1109\/TITS.2014.2377074","article-title":"D2D for intelligent transportation systems: A feasibility study","volume":"16","author":"Cheng","year":"2015","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"10647","DOI":"10.1109\/TVT.2017.2750903","article-title":"Vehicular communications: A physical layer perspective","volume":"66","author":"Liang","year":"2017","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1064","DOI":"10.1109\/TVT.2018.2833427","article-title":"Vehicular communications: A network layer perspective","volume":"68","author":"Peng","year":"2019","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"90789","DOI":"10.1109\/ACCESS.2019.2926923","article-title":"Interference hypergraph-based 3D matching resource allocation protocol for NOMA-V2X networks","volume":"7","author":"Wang","year":"2019","journal-title":"IEEE Access"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"84467","DOI":"10.1109\/ACCESS.2020.2991197","article-title":"Multiobjective optimization of uplink NOMA-enabled vehicle-to-infrastructure communication","volume":"8","author":"Khan","year":"2020","journal-title":"IEEE Access"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1109\/OJCOMS.2022.3143098","article-title":"Towards 6G-enabled internet of vehicles: Security and privacy","volume":"3","author":"Osorio","year":"2022","journal-title":"IEEE Open J. Commun. Soc."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1468","DOI":"10.1109\/TGCN.2022.3189413","article-title":"Joint wireless resource and computation offloading optimization for energy efficient internet of vehicles","volume":"6","author":"Pliatsios","year":"2022","journal-title":"IEEE Trans. Green Commun. Netw."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"3069","DOI":"10.1109\/ACCESS.2017.2671030","article-title":"From theory to experimental evaluation: Resource management in software-defined vehicular networks","volume":"5","author":"Fontes","year":"2017","journal-title":"IEEE Access"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1189","DOI":"10.1109\/JPROC.2010.2101990","article-title":"Vehicular channel characterization and its implications for wireless system design and performance","volume":"99","author":"Mecklenbrauker","year":"2011","journal-title":"Proc. IEEE"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"4042","DOI":"10.1109\/TVT.2012.2211053","article-title":"Adaptive reduced-rank estimation of nonstationary time-variant channels using subspace selection","volume":"61","author":"Zemen","year":"2012","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"8387","DOI":"10.1109\/TVT.2021.3096973","article-title":"Non-stationary vehicular channel characterization in complicated scenarios","volume":"70","author":"Yang","year":"2021","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_61","first-page":"64237","article-title":"A survey on DSRC-based vehicular communication","volume":"6","author":"Guan","year":"2018","journal-title":"IEEE Access"},{"key":"ref_62","first-page":"1","article-title":"Overview of wireless access in vehicular environment (WAVE) protocols and standards","volume":"7","author":"Hamato","year":"2013","journal-title":"Indian J. Sci. Technol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1109\/MCOM.2016.7497762","article-title":"LTE Evolution for vehicle-to-everything services","volume":"54","author":"Seo","year":"2016","journal-title":"IEEE Commun. Mag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1676","DOI":"10.3390\/s21051676","article-title":"Heterogeneous (ITS-G5 and 5G) vehicular pilot road weather service platform in a realistic operational environment","volume":"21","author":"Ahir","year":"2021","journal-title":"Sensors"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"86127","DOI":"10.1109\/ACCESS.2022.3198656","article-title":"A Comprehensive survey on vehicular networking: Communications, applications, challenges, and upcoming research directions","volume":"10","author":"Hussein","year":"2022","journal-title":"IEEE Access"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Cecchini, G., Bazzi, A., Masini, B.M., and Zanella, A. (2017, January 27\u201329). Performance comparison between IEEE 802.11p and LTE-V2V in-coverage and out-of-coverage for cooperative awareness. Proceedings of the 2017 IEEE Vehicular Networking Conference (VNC), Turin, Italy.","DOI":"10.1109\/VNC.2017.8275637"},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Gr\u00e4fling, S., M\u00e4h\u00f6nen, P., and Riihij\u00e4rvi, J. (2010, January 16\u201318). Performance evaluation of IEEE 1609 WAVE and IEEE 802.11p for vehicular communications. Proceedings of the 2010 Second International Conference on Ubiquitous and Future Networks (ICUFN), Jeju, Republic of Korea.","DOI":"10.1109\/ICUFN.2010.5547184"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"6508","DOI":"10.1109\/TVT.2015.2475165","article-title":"Coordinated multichannel MAC protocol for vehicular Ad Hoc networks","volume":"65","author":"Kim","year":"2016","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"3684","DOI":"10.1109\/TVT.2009.2017545","article-title":"Vehicle-to-vehicle communication: Fair transmit power control for safety-critical information","volume":"58","author":"Mittag","year":"2009","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_70","first-page":"1","article-title":"A comprehensive survey on VANETs: Evolution, challenges, applications, routing protocols, and open research issues","volume":"108","author":"Alam","year":"2018","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1109\/MWC.2007.4407231","article-title":"Broadcast storm mitigation techniques in vehicular ad hoc networks","volume":"14","author":"Wisitpongphan","year":"2007","journal-title":"IEEE Wirel. Commun."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1109\/MWC.2010.5450660","article-title":"DV-CAST: A distributed vehicular broadcast protocol for vehicular ad hoc networks","volume":"17","author":"Tonguz","year":"2010","journal-title":"IEEE Wirel. Commun."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"23022","DOI":"10.1109\/ACCESS.2022.3152767","article-title":"A survey of VANET\/V2X routing from the perspective of non-learning- and learning-based approaches","volume":"10","author":"Chatterjee","year":"2022","journal-title":"IEEE Access"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1109\/WC-M.2006.250352","article-title":"Securing vehicular communications","volume":"13","author":"Raya","year":"2006","journal-title":"IEEE Wireless Commun."},{"key":"ref_75","first-page":"3040","article-title":"Privacy issues in vehicular ad hoc networks","volume":"54","author":"Doetzer","year":"2014","journal-title":"J. Chem. Inf. Model."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"3442","DOI":"10.1109\/TVT.2007.906878","article-title":"GSIS: A secure and privacy-preserving protocol for vehicular communications","volume":"56","author":"Lin","year":"2007","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_77","first-page":"3040","article-title":"Balanced trustworthiness, safety, and privacy in vehicle-to-vehicle communications","volume":"54","author":"Wu","year":"2016","journal-title":"J. Chem. Inf. Model."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1606","DOI":"10.1109\/TVT.2009.2038222","article-title":"A scalable robust authentication protocol for secure vehicular communications","volume":"59","author":"Zhang","year":"2010","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_79","first-page":"6461","article-title":"Security models in vehicular ad-hoc networks: A survey","volume":"14","author":"Blasco","year":"2014","journal-title":"Sensors"},{"key":"ref_80","first-page":"126641","article-title":"Efficient pairing-free certificateless authentication scheme with batch verification for vehicular ad-hoc networks","volume":"7","author":"Gayathri","year":"2019","journal-title":"IEEE Access"},{"key":"ref_81","first-page":"184","article-title":"An improved certificateless aggregate signature scheme without bilinear pairings for vehicular ad hoc networks","volume":"44","author":"Kamil","year":"2019","journal-title":"J. Inf. Secur. Appl."},{"key":"ref_82","first-page":"2408","article-title":"Low complexity outage optimal distributed channel allocation for vehicle-to-vehicle communications","volume":"64","author":"Bai","year":"2015","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_83","first-page":"1952","article-title":"Interference graph-based resource-sharing schemes for vehicular networks","volume":"17","author":"Zhang","year":"2016","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"6968","DOI":"10.1109\/TWC.2015.2509978","article-title":"Radio resource management for D2D-based V2V communication","volume":"15","author":"Sun","year":"2016","journal-title":"IEEE Trans. Wirel. Commun."},{"key":"ref_85","first-page":"6211","article-title":"Resource allocation for D2D-enabled vehicular communications","volume":"65","author":"Liang","year":"2016","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_86","first-page":"6332","article-title":"NOMA-Enabled optimization framework for next-generation small-cell IoV networks under imperfect SIC decoding","volume":"70","author":"Khan","year":"2021","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_87","first-page":"4224","article-title":"Energy efficiency optimization for backscatter enhanced NOMA cooperative V2X communications under imperfect CSI","volume":"70","author":"Khan","year":"2021","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"7248854","DOI":"10.1155\/2022\/7248854","article-title":"Impacts of cooperative adaptive cruise control links on driving comfort under vehicle-to-vehicle communication","volume":"2022","author":"Li","year":"2022","journal-title":"J. Adv. Transp."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"1008","DOI":"10.1109\/TITS.2012.2189882","article-title":"Team AnnieWAY\u2019s entry to the 2011 grand cooperative driving challenge","volume":"13","author":"Geiger","year":"2012","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_90","first-page":"1128","article-title":"A modular CACC system integration and design","volume":"13","author":"Schamm","year":"2012","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_91","first-page":"12576","article-title":"Lighthill-Whitham-Richards model for traffic flow mixed with cooperative adaptive cruise control vehicles","volume":"6","author":"Yin","year":"2018","journal-title":"IEEE Access"},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"7897","DOI":"10.1109\/TII.2021.3071405","article-title":"Deep learning-based autonomous driving systems: A survey of attacks and defenses","volume":"17","author":"Deng","year":"2021","journal-title":"IEEE Trans. Industr. Inform."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"809742","DOI":"10.1155\/2013\/809742","article-title":"A study on the tracking problem in vehicular ad hoc networks","volume":"9","author":"Zhang","year":"2013","journal-title":"Int. J. Distrib. Sens. Netw."},{"key":"ref_94","first-page":"2662","article-title":"A survey on compressed sensing in vehicular infotainment systems","volume":"66","author":"Guo","year":"2017","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"1060","DOI":"10.1109\/TCCN.2019.2930521","article-title":"Deep reinforcement learning for intelligent internet of vehicles: An energy-efficient computational offloading scheme","volume":"5","author":"Ning","year":"2019","journal-title":"IEEE Trans. Cogn. Commun. Netw."},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Abbas, S., Talib, M.A., Ahmed, A., Khan, F., Ahmad, S., and Kim, D.-H. (2021). Blockchain-based authentication in internet of vehicles: A survey. Sensors, 21.","DOI":"10.3390\/s21237927"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"5737","DOI":"10.1109\/TII.2019.2929740","article-title":"Deep learning in edge of vehicles: Exploring trirelationship for data transmission","volume":"15","author":"Ning","year":"2019","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"3152","DOI":"10.1109\/TITS.2019.2929020","article-title":"Deep learning for intelligent transportation systems: A survey of emerging trends","volume":"21","author":"Veres","year":"2020","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"104120","DOI":"10.1016\/j.trc.2023.104120","article-title":"An Automated Driving Systems Data Acquisition and Analytics Platform","volume":"151","author":"Xia","year":"2023","journal-title":"Transp. Res. Part C Emerg. Technol."},{"key":"ref_100","first-page":"4439","article-title":"Vehicular edge computing: A comprehensive survey","volume":"17","author":"Leng","year":"2021","journal-title":"IEEE Trans. Industr. Inf."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1007\/s11036-020-01624-1","article-title":"Vehicular edge computing and networking: A survey","volume":"26","author":"Liu","year":"2021","journal-title":"Mobile Netw. Appl."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"2764","DOI":"10.1109\/ACCESS.2016.2572206","article-title":"An architecture of cloud-assisted information dissemination in vehicular networks","volume":"4","author":"Yang","year":"2016","journal-title":"IEEE Access"},{"key":"ref_103","first-page":"15","article-title":"Vehicular fog computing: Challenges applications and future directions","volume":"1","author":"Menon","year":"2017","journal-title":"Int. J. Veh. Telemat. Infotain. Syst."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1109\/TCST.2022.3174511","article-title":"Autonomous Vehicle Kinematics and Dynamics Synthesis for Sideslip Angle Estimation Based on Consensus Kalman Filter","volume":"31","author":"Xia","year":"2023","journal-title":"IEEE Trans. Control Syst. Technol."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"21675","DOI":"10.1109\/JSEN.2021.3059050","article-title":"Automated Vehicle Sideslip Angle Estimation Considering Signal Measurement Characteristic","volume":"21","author":"Liu","year":"2021","journal-title":"IEEE Sens. J."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"815","DOI":"10.1109\/TIV.2022.3186897","article-title":"A survey on attack detection and resilience for connected and automated vehicles: From vehicle dynamics and control perspective","volume":"7","author":"Ju","year":"2022","journal-title":"IEEE Trans. Intell. Veh."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1109\/JPROC.2022.3173031","article-title":"6G for Vehicle-to-everything (V2X) communications: Enabling technologies, challenges, and opportunities","volume":"110","author":"Liu","year":"2022","journal-title":"Proc. IEEE"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/23\/13\/6120\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T20:05:17Z","timestamp":1760126717000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/23\/13\/6120"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,3]]},"references-count":107,"journal-issue":{"issue":"13","published-online":{"date-parts":[[2023,7]]}},"alternative-id":["s23136120"],"URL":"https:\/\/doi.org\/10.3390\/s23136120","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,7,3]]}}}