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With the rapid development of intelligent vehicles and Intelligent Transport Systems (ITS), the sensors such as cameras and LiDAR installed on intelligent vehicles provides higher capacity of executing computation-intensive and…

Machine Learning · Computer Science 2024-07-03 Wenhua Wang , Qiong Wu , Pingyi Fan , Nan Cheng , Wen Chen , Jiangzhou Wang , Khaled B. Letaief

AI-powered edge computing security is moving Intelligent Transportation Systems (ITS) from passive, rule-based protections to proactive, smart, zero-touch, self-sufficient safeguards that neutralize threats in milliseconds. As…

Cryptography and Security · Computer Science 2026-05-04 Zawad Yalmie Sazid , Robert Abbas , Sasa Maric

With the developments of the Internet of Vehicles (IoV) from 4G to 5G, vehicle-to-infrastructure (V2I) communications are becoming attractive for vehicle users (VUEs) to obtain diverse cloud service through base stations (BSs). To tackle…

Networking and Internet Architecture · Computer Science 2025-10-28 Yawen Chang , Xudong Wang

Compared with today's 4G wireless communication network, the next generation of wireless system should be able to provide a wider range of services with different QoS requirements. One emerging new service is to exploit cooperative driving…

Networking and Internet Architecture · Computer Science 2017-08-14 Ji Lianghai , Man Liu , Andreas Weinand , Hans D. Schotten

Edge computing plays an essential role in the vehicle-to-infrastructure (V2I) networks, where vehicles offload their intensive computation tasks to the road-side units for saving energy and reduce the latency. This paper designs the optimal…

Networking and Internet Architecture · Computer Science 2025-12-08 Xinyu You , Haojie Yan , Yuedong Xu , Lifeng Wang , Liangui Dai

Queue management and resource allocation play a critical role in enabling cooperative status awareness in vehicular networks. This paper investigates the problem of age of information (AoI)-aware status updates in vehicle-to-vehicle (V2V)…

Signal Processing · Electrical Eng. & Systems 2026-01-28 Hao Fang , Xiao Li , Chongtao Guo , Le Liang , Shi Jin

Vehicle-to-infrastructure (V2I) communication is becoming indispensable for successful roll-out of connected and autonomous vehicles (CAVs). While increasing the CAVs' speed improves the average CAV traffic flow, it increases communication…

Networking and Internet Architecture · Computer Science 2023-07-14 Haider Shoaib , Hina Tabassum

New paradigm shifts and 6G technological revolution in vehicular services have emerged toward unmanned driving, automated transportation, and self-driving vehicles. As the technology for autonomous vehicles becomes mature, real challenges…

Networking and Internet Architecture · Computer Science 2021-03-29 Shih-Chun Lin , Kwang-Cheng Chen , Ali Karimoddini

Offloading time-sensitive, computationally intensive tasks-such as advanced learning algorithms for autonomous driving-from vehicles to nearby edge servers, vehicle-to-infrastructure (V2I) systems, or other collaborating vehicles via…

Networking and Internet Architecture · Computer Science 2024-08-08 Nazish Tahir , Ramviyas Parasuraman , Haijian Sun

Vehicles are among the fastest growing type of connected devices. Therefore, there is a need for Vehicle-to-Everything (V2X) communication i.e. passing of information from a Vehicle-to-Vehicle (V2V) or Vehicle-to-Infrastructure (V2I) and…

Networking and Internet Architecture · Computer Science 2016-05-02 Petri Luoto , Mehdi Bennis , Pekka Pirinen , Sumudu Samarakoon , Kari Horneman , Matti Latva-aho

With the rapid development of autonomous driving technologies, it becomes difficult to reconcile the conflict between ever-increasing demands for high process rate in the intelligent automotive tasks and resource-constrained on-board…

Networking and Internet Architecture · Computer Science 2020-06-30 Kai Xiong , Supeng Leng , Chongwen Huang , Chau Yuen , Liang Guan

In this paper, we focus on improving autonomous driving safety via task offloading from cellular vehicles (CVs), using vehicle-to-infrastructure (V2I) links, to an multi-access edge computing (MEC) server. Considering that the frequencies…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-02 Bo Yang , Xueyao Zhang , Zhiwen Yu , Xuelin Cao , Chongwen Huang , George C. Alexandropoulos , Yan Zhang , Merouane Debbah , Chau Yuen

With the rapid growth of Vehicular Ad-Hoc Networks (VANETs), huge amounts of road condition data are constantly being generated and sent to the cloud for processing. However, this introduces a significant load on the network bandwidth…

Cryptography and Security · Computer Science 2021-11-24 Nishttha Sharma , Jayasree Sengupta , Sipra Das Bit

Vehicular networks will play an important role in enhancing road safety, improving transportation efficiency, and providing seamless Internet service for users on the road. Reaping the benefit of vehicular networks is contingent upon…

Information Theory · Computer Science 2019-08-06 Tengchan Zeng , Omid Semiari , Walid Saad , Mehdi Bennis

Vehicle-to-Infrastructure (V2I) technology enables information exchange between vehicles and road infrastructure. Specifically, when a vehicle approaches a roadside unit (RSU), it can exchange information with the RSU to obtain accurate…

Machine Learning · Computer Science 2025-06-17 Xiao Xu , Qiong Wu , Pingyi Fan , Kezhi Wang

With the rapid advancement of Intelligent Transportation Systems (ITS) and vehicular communications, Vehicular Edge Computing (VEC) is emerging as a promising technology to support low-latency ITS applications and services. In this paper,…

Networking and Internet Architecture · Computer Science 2023-03-16 Arash Bozorgchenani , Setareh Maghsudi , Daniele Tarchi , Ekram Hossain

In a level-5 autonomous driving system, the autonomous driving vehicles (AVs) are expected to sense the surroundings via analyzing a large amount of data captured by a variety of onboard sensors in near-real-time. As a result, enormous…

Networking and Internet Architecture · Computer Science 2020-12-15 Bo Yang , Xuelin Cao , Kai Xiong , Chau Yuen , Yong Liang Guan , Supeng Leng , Lijun Qian , Zhu Han

Autonomous driving faces safety challenges due to a lack of global perspective and the semantic information of vectorized high-definition (HD) maps. Information from roadside cameras can greatly expand the map perception range through…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Miao Fan , Shanshan Yu , Shengtong Xu , Kun Jiang , Haoyi Xiong , Xiangzeng Liu

Vehicle-to-Vehicle (V2V) communication networks enable safety applications via periodic broadcast of Basic Safety Messages (BSMs) or \textit{safety beacons}. Beacons include time-critical information such as sender vehicle's location, speed…

Networking and Internet Architecture · Computer Science 2020-05-28 Biplav Choudhury , Vijay K Shah , Avik Dayal , Jeffrey H. Reed

This paper investigates autonomous driving safety improvement via task offloading from cellular vehicles (CVs) to a multi-access edge computing (MEC) server using vehicle-to-infrastructure (V2I) links. Considering that the latter links can…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Xueyao Zhang , Bo Yang , Zhiwen Yu , Xuelin Cao , George C. Alexandropoulos , Yan Zhang , Merouane Debbah , Chau Yuen