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 …

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 …

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 …

TIHOO: an enhanced hybrid routing protocol in vehicular ad-hoc networks

S Rahnamaei Yahiabadi, B Barekatain… - EURASIP Journal on …, 2019 - Springer
Recently, vehicular ad hoc network (VANET) is greatly considered by many service
providers in urban environments. These networks can not only improve road safety and …

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 …

A comparative study of various routing protocols in VANET

R Kumar, M Dave - arXiv preprint arXiv:1108.2094, 2011 - arxiv.org
Vehicular Ad Hoc Networks (VANET) is a subclass of Mobile ad hoc networks which
provides a distinguished approach for Intelligent Transport System (ITS). The survey of …

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 reliable path selection and packet forwarding routing protocol for vehicular ad hoc networks

IA Abbasi, AS Khan, S Ali - EURASIP Journal on Wireless …, 2018 - Springer
Vehicular ad hoc networks (VANETs) have earned a gigantic consideration in the recent era.
Wide deployment of VANETs for enhancing traffic safety, traffic management, and assisting …

Reinforcement learning environment for advanced vehicular ad hoc networks communication systems

LH Teixeira, Á Huszák - Sensors, 2022 - mdpi.com
Ad hoc vehicular networks have been identified as a suitable technology for intelligent
communication amongst smart city stakeholders as the intelligent transportation system has …

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 …