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 …

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 …

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 …

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 …

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 …

A connectivity-aware intersection-based routing in VANETs

C Chen, Y Jin, Q Pei, N Zhang - EURASIP Journal on Wireless …, 2014 - Springer
Vehicular ad hoc networks (VANETs) are going to be an important communication
infrastructure in our moving life. The design of routing protocols in VANETs is a significant …

Adaptive UAV-assisted geographic routing with Q-learning in VANET

S Jiang, Z Huang, Y Ji - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
The Q-learning based geographic routing approaches suffer from problems of low
converging speed and inefficient resources utilization in VANET due to the dynamic scale of …

An improved deep reinforcement learning routing technique for collision-free VANET

P Upadhyay, V Marriboina, SJ Goyal, S Kumar… - Scientific Reports, 2023 - nature.com
Abstract Vehicular Adhoc Networks (VANETs) is an emerging field that employs a wireless
local area network (WLAN) characterized by an ad-hoc topology. Vehicular Ad Hoc …