Machine learning models and techniques for VANET based traffic management: Implementation issues and challenges

S Khatri, H Vachhani, S Shah, J Bhatia… - Peer-to-Peer Networking …, 2021 - Springer
Low latency in communication among the vehicles and RSUs, smooth traffic flow, and road
safety are the major concerns of the Intelligent Transportation Systems. Vehicular Ad hoc …

A comprehensive survey of the key technologies and challenges surrounding vehicular ad hoc networks

Z Xia, J Wu, L Wu, Y Chen, J Yang, PS Yu - ACM Transactions on …, 2021 - dl.acm.org
Vehicular ad hoc networks (VANETs) and the services they support are an essential part of
intelligent transportation. Through physical technologies, applications, protocols, and …

Survey on artificial intelligence (AI) techniques for vehicular ad-hoc networks (VANETs)

A Mchergui, T Moulahi, S Zeadally - Vehicular Communications, 2022 - Elsevier
Advances in communications, smart transportation systems, and computer systems have
recently opened up vast possibilities of intelligent solutions for traffic safety, convenience …

Big data driven vehicular networks

N Cheng, F Lyu, J Chen, W Xu, H Zhou, S Zhang… - Ieee …, 2018 - ieeexplore.ieee.org
VANETs enable information exchange among vehicles, other end devices and public
networks, which plays a key role in road safety/infotainment, intelligent transportation …

Machine learning for vehicular networks: Recent advances and application examples

H Ye, L Liang, GY Li, JB Kim, L Lu… - ieee vehicular …, 2018 - ieeexplore.ieee.org
The emerging vehicular networks are expected to make everyday vehicular operation safer,
greener, and more efficient and pave the path to autonomous driving in the advent of the fifth …

Routing using reinforcement learning in vehicular ad hoc networks

M Saravanan, P Ganeshkumar - Computational Intelligence, 2020 - Wiley Online Library
In vehicular ad hoc networks (VANETs), the frequent change in vehicle mobility creates
dynamic changes in communication link and topology of the network. Hence, the key …

How close are we to realizing a pragmatic VANET solution? A meta-survey

M Saini, A Alelaiwi, AE Saddik - ACM Computing Surveys (CSUR), 2015 - dl.acm.org
Vehicular Ad-hoc Networks (VANETs) are seen as the key enabling technology of Intelligent
Transportation Systems (ITS). In addition to safety, VANETs also provide a cost-effective …

A survey of VANET/V2X routing from the perspective of non-learning-and learning-based approaches

T Chatterjee, R Karmakar, G Kaddoum… - IEEE …, 2022 - ieeexplore.ieee.org
Intelligent transportation systems (ITSs) have become increasingly popular because they
support effective coordination in connected vehicles. ITSs present an integrated approach …

Comprehensive survey on machine learning in vehicular network: Technology, applications and challenges

F Tang, B Mao, N Kato, G Gui - IEEE Communications Surveys …, 2021 - ieeexplore.ieee.org
Towards future intelligent vehicular network, the machine learning as the promising artificial
intelligence tool is widely researched to intelligentize communication and networking …

[HTML][HTML] Machine learning in vehicular networking: An overview

K Tan, D Bremner, J Le Kernec, L Zhang… - Digital Communications …, 2022 - Elsevier
As vehicle complexity and road congestion increase, combined with the emergence of
electric vehicles, the need for intelligent transportation systems to improve on-road safety …