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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,…

网络与互联网体系结构 · 计算机科学 2023-03-16 Arash Bozorgchenani , Setareh Maghsudi , Daniele Tarchi , Ekram Hossain

Autonomous Vehicles (AVs) generated a plethora of data prior to support various vehicle applications. Thus, a big storage and high computation platform is necessary, and this is possible with the presence of Cloud Computing (CC). However,…

网络与互联网体系结构 · 计算机科学 2019-12-18 Rudzidatul Akmam Dziyauddin , Dusit Niyato , Nguyen Cong Luong , Mohd Azri Mohd Izhar , Marwan Hadhari , Salwani Daud

Vehicular Mobile Edge Computing (VEC) drives the future by enabling low-latency, high-efficiency data processing at the very edge of vehicular networks. This drives innovation in key areas such as autonomous driving, intelligent…

网络与互联网体系结构 · 计算机科学 2026-01-23 Mahsa Paknejad , Parisa Fard Moshiri , Murat Simsek , Burak Kantarci , Hussein T. Mouftah

In the research and application of vehicle ad hoc networks (VANETs), it is often assumed that vehicles obtain cloud computing services by accessing to roadside units (RSUs). However, due to the problems of insufficient construction…

分布式、并行与集群计算 · 计算机科学 2022-01-03 Junjin He , Yujie Wang , Xin Du , Zhihui Lu

In a vehicular edge computing (VEC) system, vehicles can share their surplus computation resources to provide cloud computing services. The highly dynamic environment of the vehicular network makes it challenging to guarantee the task…

网络与互联网体系结构 · 计算机科学 2020-02-21 Yuxuan Sun , Sheng Zhou , Zhisheng Niu

Mobile-Edge Computing (MEC) is an emerging paradigm that provides a capillary distribution of cloud computing capabilities to the edge of the wireless access network, enabling rich services and applications in close proximity to the end…

网络与互联网体系结构 · 计算机科学 2017-05-03 Tuyen X. Tran , Dario Pompili

The rapid advancement of Artificial Intelligence (AI) has introduced Deep Neural Network (DNN)-based tasks to the ecosystem of vehicular networks. These tasks are often computation-intensive, requiring substantial computation resources,…

机器学习 · 计算机科学 2024-06-12 Zhang Liu , Hongyang Du , Junzhe Lin , Zhibin Gao , Lianfen Huang , Seyyedali Hosseinalipour , Dusit Niyato

Energy efficiency and security are two critical issues for mobile edge computing (MEC) networks. With stochastic task arrivals, time-varying dynamic environment, and passive existing attackers, it is very challenging to offload computation…

系统与控制 · 电气工程与系统科学 2021-02-10 Qun Wang , Han Hu , Haijian Sun , Rose Qingyang Hu

Edge computing technology has great potential to improve various computation-intensive applications in vehicular networks by providing sufficient computation resources for vehicles. However, it is still a challenge to fully unleash the…

信号处理 · 电气工程与系统科学 2021-11-02 Hewon Cho , Ying Cui , Jemin Lee

Efficient data offloading plays a pivotal role in computational-intensive platforms as data rate over wireless channels is fundamentally limited. On top of that, high mobility adds an extra burden in vehicular edge networks (VENs),…

网络与互联网体系结构 · 计算机科学 2021-10-18 Md Ferdous Pervej , Shih-Chun Lin

Multi-access edge computing (MEC) is a promising solution for providing the computational resources and low latency required by vehicular services such as autonomous driving. It enables cars to offload computationally intensive tasks to…

网络与互联网体系结构 · 计算机科学 2025-11-25 Paniz Parastar , Giuseppe Caso , Jesus Alberto Omana Iglesias , Andra Lutu , Ozgu Alay

Multi-access edge computing (MEC) has already shown the potential in enabling mobile devices to bear the computation-intensive applications by offloading some tasks to a nearby access point (AP) integrated with a MEC server (MES). However,…

信号处理 · 电气工程与系统科学 2020-06-30 Bo Yang , Xuelin Cao , Joshua Bassey , Xiangfang Li , Timothy Kroecker , Lijun Qian

Multi-access edge computing (MEC) can enhance the computing capability of mobile devices, while non-orthogonal multiple access (NOMA) can provide high data rates. Combining these two strategies can effectively benefit the network with…

信号处理 · 电气工程与系统科学 2020-09-15 Fang Fang , Yanqing Xu , Zhiguo Ding , Chao Shen , Mugen Peng , George K. Karagiannidis

Task offloading is a widely used technology in Mobile Edge Computing (MEC), which declines the completion time of user task with the help of resourceful edge servers. Existing works mainly focus on the case that the computation density of a…

分布式、并行与集群计算 · 计算机科学 2023-03-31 Zequn Cao , Xiaoheng Deng

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…

网络与互联网体系结构 · 计算机科学 2025-12-08 Xinyu You , Haojie Yan , Yuedong Xu , Lifeng Wang , Liangui Dai

Mobile-edge computing (MEC) is an emerging technology for enhancing the computational capabilities of mobile devices and reducing their energy consumption via offloading complex computation tasks to the nearby servers. Multiuser MEC at…

信息论 · 计算机科学 2018-11-20 Zezu Liang , Yuan Liu , Tat-Ming Lok , Kaibin Huang

Exploiting the idle computation resources of mobile devices in mobile edge computing (MEC) system can achieve both channel diversity and computing diversity as mobile devices can offload their computation tasks to nearby mobile devices in…

信息论 · 计算机科学 2020-01-01 Yuwen Huang , Yuan Liu , Fangjiong Chen

The increasing complexity of Intelligent Transportation Systems (ITS) has led to significant interest in computational offloading to external infrastructures such as edge servers, vehicular nodes, and UAVs. These dynamic and heterogeneous…

机器学习 · 计算机科学 2026-05-27 Ashab Uddin , Ahmed Hamdi Sakr , Ning Zhang

Vehicle edge computing (VEC) brings abundant computing resources close to vehicles by deploying them at roadside units (RSUs) or base stations, thereby enabling diverse computation-intensive and delay sensitive applications. Existing task…

分布式、并行与集群计算 · 计算机科学 2025-06-06 Ke Ma , Junfei Xie

Vehicular edge computing (VEC) enables latency-sensitive vehicular applications by offloading computation-intensive tasks to nearby edge servers. However, real-world vehicular workloads are typically modeled as heterogeneous directed…

机器学习 · 计算机科学 2026-05-19 Yaorong Huang , Jingtao Luo , Xuechao Wang