AI 算法在车联网通信与计算中的应用综述

康宇, 刘雅琼, 赵彤雨, 寿国础 - 电信科学, 2023 - infocomm-journal.com
在5G 时代, 车联网的通信和计算发展受到信息量急速增加的限制. 将AI 算法应用在车联网,
可以实现车联网通信和计算方面的新突破. 调研了AI 算法在通信安全, 通信资源分配 …

Priority-aware computational resource allocation

J Du, C Jiang - Cooperation and Integration in 6G Heterogeneous …, 2022 - Springer
Vehicular fog computing (VFC) has been expected as a promising scheme that can increase
the computational capability of vehicles without relying on servers. Comparing with …

Mobility-aware Software-Defined Service-Centric Networking for Service Provisioning in Urban Environments

D Oliveira Rodrigues - 2023 - boristheses.unibe.ch
Disruptive applications for mobile devices, such as the Internet of Things, Connected and
Autonomous Vehicles, Immersive Media, and others, have requirements that the current …

Adaptive task offloading in V2X networks based on deep reinforcement learning

D Yang, B Ni, H Qin, F Ma - International Conference on …, 2022 - spiedigitallibrary.org
With the constraints of limited computing and communication resources in V2X networks,
V2V communication for task offloading needs to adapt to the dynamic V2X environment …

Distributed Task Offloading for IoAV Using DDP-DQN

X Peng, W Li, X Zhang, M Dong, K Ota… - … Conference on Algorithms …, 2023 - Springer
The swift progress of the Internet of Vehicles (IoV) and autonomous driving technology has
facilitated the emergence of the Internet of Autonomous Vehicles (IoAV). If delay-sensitive …

Research on Task Offloading and Typical Application Based on Deep Reinforcement Learning and Device-Edge-Cloud Collaboration

L Zeng, H Hu, Q Han, L Ye, Y Lei - 2024 Australian & New …, 2024 - ieeexplore.ieee.org
The ever evolving intelligent transportation systems may be able to provide low latency and
high-quality service for intelligent connected vehicles (ICVs) on the basis of device-edge …

Multi-hop Computational Offloading with Reinforcement Learning for Industrial IoT Networks

SB Roy, E Tan, AS Madhukumar - 2023 IEEE 97th Vehicular …, 2023 - ieeexplore.ieee.org
To serve advanced use-cases in industrial internet of things (IIoT) setups, communication
and computation over wireless networks have faced overlapping resource management …

Service Provisioning in Edge-Cloud Continuum Emerging Applications for Mobile Devices

D Oliveira Rodrigues, A Mariano de Souza… - Journal of internet …, 2023 - boris.unibe.ch
Disruptive applications for mobile devices can be enhanced by Edge computing facilities. In
this context, Edge Computing (EC) is a proposed architecture to meet the mobility …

Energy-efficient computation offloading for mobile edge networks: A graph theory approach

J Liu, X Zhang, X Li, Y Zhu - 2021 IEEE/CIC International …, 2021 - ieeexplore.ieee.org
Computation offloading is deemed as a promising technology for ensuring user experience
and realizing load balance. However, it is challenging to utilize network resources efficiently …

MADDPG: A task offloading algorithm based on multi-agent deep reinforcement learning in vehicle-edge computing

X Wang, S Ding, G Zhang - … of the 2023 International Conference on …, 2023 - dl.acm.org
Vehicle-edge computing has emerged as a new paradigm based on vehicular networking to
provide computing resources for mobile vehicles. However, traditional binary offloading …