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 …

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 …

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 …

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 …

QGrid: Q-learning based routing protocol for vehicular ad hoc networks

R Li, F Li, X Li, Y Wang - 2014 IEEE 33rd international …, 2014 - ieeexplore.ieee.org
In Vehicular Ad Hoc Networks (VANETs), moving vehicles are considered as mobile nodes
in the network and they are connected to each other via wireless links when they are within …

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 …

Adaptive fuzzy multiple attribute decision routing in VANETs

G Li, M Ma, C Liu, Y Shu - International Journal of …, 2017 - Wiley Online Library
Vehicular ad hoc networks (VANETs) have attracted much research attentions in the recent
years. Although there are many outstanding solutions of geographic routing designed for the …

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 …

A traffic-aware Q-network enhanced routing protocol based on GPSR for unmanned aerial vehicle ad-hoc networks

Y Chen, N Lyu, G Song, B Yang, X Jiang - Frontiers of Information …, 2020 - Springer
In dense traffic unmanned aerial vehicle (UAV) ad-hoc networks, traffic congestion can
cause increased delay and packet loss, which limit the performance of the networks; …

BAHG: Back-bone-assisted hop greedy routing for VANET's city environments

PK Sahu, EHK Wu, J Sahoo… - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
Using advanced wireless local area network technologies, vehicular ad hoc networks
(VANETs) have become viable and valuable for their wide variety of novel applications, such …