A reinforcement learning-based routing protocol in VANETs

Y Sun, Y Lin, Y Tang - International Conference in Communications …, 2017 - Springer
Vehicular ad hoc networks serves as an important enabling technology for assistant driving
and intelligent transportation, it has aroused wide concern since it was proposed. However …

V2V routing in VANET based on heuristic Q-learning

X Yang, W Zhang, H Lu, L Zhao - International Journal of Computers …, 2020 - univagora.ro
Designing efficient routing algorithms in vehicular ad hoc networks (VANETs) plays an
important role in the emerging intelligent transportation systems. In this paper, a routing …

Hierarchical routing for vehicular ad hoc networks via reinforcement learning

F Li, X Song, H Chen, X Li… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Vehicular ad hoc network is a collection of vehicles and associated road-side infrastructure,
which is able to provide mobile wireless communication services. This highly dynamic …

Distributed reinforcement learning approach for vehicular ad hoc networks

C Wu, K Kumekawa, T Kato - IEICE transactions on …, 2010 - search.ieice.org
In Vehicular Ad hoc Networks (VANETs), general purpose ad hoc routing protocols such as
AODV cannot work efficiently due to the frequent changes in network topology caused by …

QoS-aware roadside base station assisted routing in vehicular networks

CJ Huang, YT Chuang, YJ Chen, DX Yang… - … Applications of Artificial …, 2009 - Elsevier
The transmission technology for intelligent transportation systems can be typically classified
into two categories, namely, road-to-vehicle communication (RVC) and inter-vehicle …

[HTML][HTML] Investigating routing in the vanet network: Review and classification of approaches

AK Sangaiah, A Javadpour, CC Hsu, A Haldorai… - Algorithms, 2023 - mdpi.com
Vehicular Ad Hoc Network (VANETs) need methods to control traffic caused by a high
volume of traffic during day and night, the interaction of vehicles, and pedestrians, vehicle …

An intersection-based QoS routing in vehicular ad hoc networks

G Li, L Boukhatem, S Martin - Mobile Networks and Applications, 2015 - Springer
Abstract Vehicular Ad hoc Networks (VANET) face many challenging issues because of the
rapid topology changes, frequent network partitions, and complicated urban environments …

Flexible, portable, and practicable solution for routing in VANETs: A fuzzy constraint Q-learning approach

C Wu, S Ohzahata, T Kato - IEEE Transactions on Vehicular …, 2013 - ieeexplore.ieee.org
Vehicular ad hoc networks (VANETs) have been attracting interest for their potential uses in
driving assistance, traffic monitoring, and entertainment systems. However, due to vehicle …

A machine learning system for routing decision-making in urban vehicular ad hoc networks

WK Lai, MT Lin, YH Yang - International Journal of …, 2015 - journals.sagepub.com
In vehicular ad hoc networks (VANETs), network topology and communication links
frequently change due to the high mobility of vehicles. Key challenges include how to …

Novel self-adaptive routing service algorithm for application in VANET

D Zhang, T Zhang, X Liu - Applied Intelligence, 2019 - Springer
As a special MANET (mobile ad hoc network), VANET (vehicular ad-hoc network) has two
important properties: the network topology changes frequently, and communication links are …