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With the advent of ever-growing vehicular applications, vehicular edge computing (VEC) has been a promising solution to augment the computing capacity of future smart vehicles. The ultimate challenge to fulfill the quality of service (QoS)…

信号处理 · 电气工程与系统科学 2023-02-01 Youngsu Jang , Seongah Jeong , Joonhyuk Kang

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…

机器学习 · 计算机科学 2024-07-03 Wenhua Wang , Qiong Wu , Pingyi Fan , Nan Cheng , Wen Chen , Jiangzhou Wang , Khaled B. Letaief

The rapid growth of the automotive industry has exacerbated the conflict between the complex traffic environment, increasing communication demands, and limited resources. Given the imperative to mitigate traffic and network congestion,…

网络与互联网体系结构 · 计算机科学 2024-07-17 Jialin Hu , Zhiyuan Ren , Wenchi Cheng , Zhiliang Shuai , Zhao Li

As intelligent transportation systems been implemented broadly and unmanned arial vehicles (UAVs) can assist terrestrial base stations acting as multi-access edge computing (MEC) to provide a better wireless network communication for…

机器学习 · 计算机科学 2022-02-21 Xiaoyu Dai , Kaoru Ota , Mianxiong Dong

Large-scale Internet of Vehicles (IoV) deployments increasingly demand the on-device adaptation of foundation models to support diverse, mission-critical perception tasks. While federated fine-tuning offers a promising solution for…

机器学习 · 计算机科学 2026-05-05 Bokeng Zheng , Jianqiang Zhong , Jiayi Liu , Lei Xue , Xu Chen , Xiaoxi Zhang

The convergence of the Internet of vehicles (IoV) and 6G networks is driving the evolution of next-generation intelligent transportation systems. However, IoV networks face persistent challenges, including low spectral efficiency in…

网络与互联网体系结构 · 计算机科学 2025-11-13 Shanhao Zhan , Zhang Liu , Lianfen Huang , Shaowei Shen , Ziyang Bai , Zhibin Gao , Dusit Niyato

Emerging applications such as Augmented Reality, the Internet of Vehicles and Remote Surgery require both computing and networking functions working in harmony. The End-to-end (E2E) quality of experience (QoE) for these applications depends…

网络与互联网体系结构 · 计算机科学 2022-01-17 Dibbendu Roy , Aravinda S. Rao , Tansu Alpcan , Goutam Das , Marimuthu Palaniswami

The emergence of technologies such as 5G and mobile edge computing has enabled provisioning of different types of services with different resource and service requirements to the vehicles in a vehicular network.The growing complexity of…

网络与互联网体系结构 · 计算机科学 2021-06-21 Anum Talpur , Mohan Gurusamy

Applying of network slicing in vehicular networks becomes a promising paradigm to support emerging Vehicle-to-Vehicle (V2V) applications with diverse quality of service (QoS) requirements. However, achieving effective network slicing in…

信息论 · 计算机科学 2021-08-30 Jie Mei , Xianbin Wang , Kan Zheng

Modern connected vehicles (CVs) frequently require diverse types of content for mission-critical decision-making and onboard users' entertainment. These contents are required to be fully delivered to the requester CVs within stringent…

网络与互联网体系结构 · 计算机科学 2023-03-31 Md Ferdous Pervej , Richeng Jin , Shih-Chun Lin , Huaiyu Dai

In real-time status update services for the Internet of Things (IoT), the timely dissemination of information requiring timely updates is crucial to maintaining its relevance. Failing to keep up with these updates results in outdated…

网络与互联网体系结构 · 计算机科学 2024-10-03 Seifu Birhanu Tadele , Binayak Kar , Frezer Guteta Wakgra , Asif Uddin Khan

Enabling high-definition (HD)-map-assisted cooperative driving among autonomous vehicles (AVs) to improve the navigation safety faces technical challenges due to increased communication traffic volume for data dissemination and increased…

网络与互联网体系结构 · 计算机科学 2018-09-25 Haixia Peng , Qiang Ye , Xuemin Shen

This letter proposes an edge learning-based offloading framework for autonomous driving, where the deep learning tasks can be offloaded to the edge server to improve the inference accuracy while meeting the latency constraint. Since the…

机器学习 · 计算机科学 2020-06-30 Bo Yang , Xuelin Cao , Xiangfang Li , Chau Yuen , Lijun Qian

The evolution of Artificial Intelligence (AI) and its subset Deep Learning (DL), has profoundly impacted numerous domains, including autonomous driving. The integration of autonomous driving in military settings reduces human casualties and…

网络与互联网体系结构 · 计算机科学 2025-06-26 Murat Arda Onsu , Poonam Lohan , Burak Kantarci

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

Vehicle-to-everything (V2X) communication is a key enabler that connects vehicles to neighboring vehicles, infrastructure and pedestrians. In the past few years, multimedia services have seen an enormous growth and it is expected to…

网络与互联网体系结构 · 计算机科学 2020-02-18 Hamza Khan , Sumudu Samarakoon , Mehdi Bennis

Limited computing resources of internet-of-things (IoT) nodes incur prohibitive latency in processing input data. This triggers new research opportunities toward task offloading systems where edge servers handle intensive computations of…

信息论 · 计算机科学 2022-07-29 Sangwon Hwang , Hoon Lee , Juseong Park , Inkyu Lee

Mobile edge computing is a new computing paradigm, which pushes cloud computing capabilities away from the centralized cloud to the network edge. However, with the sinking of computing capabilities, the new challenge incurred by user…

网络与互联网体系结构 · 计算机科学 2018-09-17 Tao Ouyang , Zhi Zhou , Xu Chen

Connected and automated vehicles will enable advanced traffic safety and efficiency applications thanks to the dynamic exchange of information between vehicles, and between vehicles and infrastructure nodes. Connected vehicles can utilize…

网络与互联网体系结构 · 计算机科学 2019-09-10 Miguel Sepulcre , Javier Gozalvez

This paper investigates the use of Infrastructure-To-Vehicle (I2V) communication to generate routing suggestions for drivers in transportation systems, with the goal of optimizing a measure of overall network congestion. We define link-wise…

最优化与控制 · 数学 2019-04-18 Gianluca Bianchin , Fabio Pasqualetti , Soumya Kundu