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 …

A Q-learning and fuzzy logic-based hierarchical routing scheme in the intelligent transportation system for smart cities

AM Rahmani, RA Naqvi, E Yousefpoor, MS Yousefpoor… - Mathematics, 2022 - mdpi.com
A vehicular ad hoc network (VANET) is the major element of the intelligent transportation
system (ITS). The purpose of ITS is to increase road safety and manage the movement of …

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 …

Reinforcement learning-based routing protocols in vehicular ad hoc networks for intelligent transport system (its): A survey

J Lansky, AM Rahmani, M Hosseinzadeh - Mathematics, 2022 - mdpi.com
Today, the use of safety solutions in Intelligent Transportation Systems (ITS) is a serious
challenge because of novel progress in wireless technologies and the high number of road …

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 …

Reinforcement learning based on routing with infrastructure nodes for data dissemination in vehicular networks (RRIN)

A Lolai, X Wang, A Hawbani, FA Dharejo, T Qureshi… - Wireless …, 2022 - Springer
Abstract Vehicular-Ad hoc Networks are extremely important due to the potential for
improving road safety, traffic monitoring, and in-vehicle infotainment services. A novel Q …

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 …

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 …

An intersection-based qos routing for vehicular ad hoc networks with reinforcement learning

L Rui, Z Yan, Z Tan, Z Gao, Y Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vehicular ad hoc networks (VANETs) have the characteristics of high mobility, frequently
changing topology and uneven distribution, which made it a challenge to design an efficient …

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 …