Environment-Aware Adaptive Reinforcement Learning-Based Routing for Vehicular Ad Hoc Networks

Y Jiang, J Zhu, K Yang - Sensors, 2023 - mdpi.com
With the rapid development of the intelligent transportation system (ITS), routing in vehicular
ad hoc networks (VANETs) has become a popular research topic. The high mobility 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 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 …

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 …

A Recent Reinforcement Learning Trend for Vehicular Ad Hoc Networks Routing

W Kim, J Min, Y Son, J Paek - 2023 14th International …, 2023 - ieeexplore.ieee.org
Vehicular ad hoc networks (VANETs) are one of the most essential parts of intelligent
transportation system (ITS). VANETs fulfill a crucial role in continuous traffic monitoring …

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 …

Beta: Beacon-based traffic-aware routing in vehicular ad hoc networks

P Liu, X Wang, A Hawbani, B Hua… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Data transmission in Vehicular Ad Hoc Networks (VANETs) often suffers from routing
interruptions due to the unstable communication links between vehicles. Over the past …

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 …

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 …

Improved road segment-based geographical routing protocol for vehicular ad-hoc networks

KN Qureshi, FU Islam, O Kaiwartya, A Kumar, J Lloret - Electronics, 2020 - mdpi.com
The real-time traffic information dissemination among on-road vehicles has been envisioned
via realizing vehicular ad hoc networks (VANETs) as smart service-oriented roadside …