A Q-learning based adaptive congestion control for V2V communication in VANET

X Liu, BS Amour, A Jaekel - 2022 International Wireless …, 2022 - ieeexplore.ieee.org
Vehicular ad hoc networks (VANETs) require timely delivery of periodic basic safety
messages (BSMs) containing critical vehicle status information, as well as event-driven …

A reinforcement learning-based congestion control approach for V2V communication in VANET

X Liu, BS Amour, A Jaekel - Applied Sciences, 2023 - mdpi.com
Vehicular ad hoc networks (VANETs) are crucial components of intelligent transportation
systems (ITS) aimed at enhancing road safety and providing additional services to vehicles …

Transmission Power Based Congestion Control Using Q-Learning Algorithm in Vehicular Ad Hoc Networks (VANET)

P Chandrasekharan, A Jaekel - International Conference Innovation in …, 2024 - Springer
Vehicular ad hoc networks (VANETs), a wireless technology for vehicle-to-vehicle (V2V) and
vehicle-to-infrastructure (V2I) communication, are integral to the development of emerging …

Efficient reinforcement learning-based transmission control for mitigating channel congestion in 5G V2X sidelink

LH Nguyen, VL Nguyen, JJ Kuo - IEEE Access, 2022 - ieeexplore.ieee.org
Channel congestion has been an open challenge for vehicular networks due to the limited
resource of communication channels. Explosion of channel access requests from a massive …

A Comparative Study on Machine Learning Algorithms for Congestion Control in VANET

M Kezia, KV Anusuya - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
In Vehicular Ad-hoc Networks, vehicles periodically exchange awareness messages for
enhanced safety and traffic management. Massively broadcasted messages in a dense …

Multiple channel access using deep reinforcement learning for congested vehicular networks

C Choe, J Choi, J Ahn, D Park… - 2020 IEEE 91st vehicular …, 2020 - ieeexplore.ieee.org
Vehicular Ad-hoc Network (VANET) is a standard protocol for wireless vehicular
communication that enables Vehicle to Vehicle (V2V) and Vehicle to Infrastructure (V2I) …

Distributed fair rate congestion control for vehicular networks

J Toutouh, E Alba - Distributed Computing and Artificial Intelligence, 13th …, 2016 - Springer
Vehicular ad hoc networks (VANETs) are self-organizing communication networks, which
principally consist of vehicles that broadcast beacons with relevant real time traffic …

Channel-aware congestion control in vehicular cyber-physical systems

BM Cho, MS Jang, KJ Park - IEEE Access, 2020 - ieeexplore.ieee.org
In vehicular cyber-physical systems, cars are connected to create a mobile network called a
vehicular ad hoc network (VANET) to perform various functions, including improved …

Tailgating risk-aware beacon rate adaptation for distributed congestion control in VANETs

F Hajiaghajani, C Qiao - 2019 IEEE Global Communications …, 2019 - ieeexplore.ieee.org
Vehicular safety applications require vehicles to maintain a high awareness level of the local
neighborhood through broadcasting safety beacons on the control channel. However, the …

Comparing LIMERIC and DCC approaches for VANET channel congestion control

G Bansal, B Cheng, A Rostami… - 2014 IEEE 6th …, 2014 - ieeexplore.ieee.org
Channel congestion is one of the major challenges for IEEE 802.11 p-based vehicular ad
hoc networks. Unless controlled, congestion increases with vehicle density, leading to high …