Intersection-based V2X routing via reinforcement learning in vehicular ad hoc networks

L Luo, L Sheng, H Yu, G Sun - IEEE Transactions on Intelligent …, 2021 - ieeexplore.ieee.org
With the rapid development of the Internet of vehicles (IoV), routing in vehicular ad hoc
networks (VANETs) has become a popular research topic. Due to the features of the …

RSU-assisted traffic-aware routing based on reinforcement learning for urban vanets

J Wu, M Fang, H Li, X Li - IEEE Access, 2020 - ieeexplore.ieee.org
In urban vehicular ad hoc networks (VANETs), the high mobility of vehicles along street
roads poses daunting challenges to routing protocols and has a great impact on network …

An intersection-based routing scheme using q-learning in vehicular ad hoc networks for traffic management in the intelligent transportation system

MU Khan, M Hosseinzadeh, A Mosavi - Mathematics, 2022 - mdpi.com
Vehicular ad hoc networks (VANETs) create an advanced framework to support the
intelligent transportation system and increase road safety by managing traffic flow and …

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 …

Reinforcement learning-based routing protocols for vehicular ad hoc networks: A comparative survey

RA Nazib, S Moh - IEEE Access, 2021 - ieeexplore.ieee.org
Vehicular-ad hoc networks (VANETs) hold great importance because of their potentials in
road safety improvement, traffic monitoring, and in-vehicle infotainment services. Due to high …

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 …

Reinforcement learning based mobility adaptive routing for vehicular ad-hoc networks

J Wu, M Fang, X Li - Wireless Personal Communications, 2018 - Springer
Vehicular ad-hoc networks (VANETs) is drawing more and more attentions in intelligent
transportation system to reduce road accidents and assist safe driving. However, due to the …

CAR-II: Infrastructure-Based Connectivity Aware Routing in Vehicular Networks

N Alsharif, X Shen - IEEE Transactions on Vehicular …, 2016 - ieeexplore.ieee.org
With the high demand of mobile Internet services, vehicular ad hoc networks (VANETs) have
become a promising technology to enable vehicular Internet access. However, the …

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 …

Multiple intersection selection routing protocol based on road section connectivity probability for urban VANETs

S Zhou, D Li, Q Tang, Y Fu, C Guo, X Chen - Computer Communications, 2021 - Elsevier
An efficient routing protocol is of great significance to improve vehicular ad hoc networks
(VANETs) performance. However, due to complex road conditions, intermittent connectivity …