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 …
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 …
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 …
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
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 …
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 …
enhanced safety and traffic management. Massively broadcasted messages in a dense …
Multiple channel access using deep reinforcement learning for congested vehicular networks
Vehicular Ad-hoc Network (VANET) is a standard protocol for wireless vehicular
communication that enables Vehicle to Vehicle (V2V) and Vehicle to Infrastructure (V2I) …
communication that enables Vehicle to Vehicle (V2V) and Vehicle to Infrastructure (V2I) …
Distributed fair rate congestion control for vehicular networks
Vehicular ad hoc networks (VANETs) are self-organizing communication networks, which
principally consist of vehicles that broadcast beacons with relevant real time traffic …
principally consist of vehicles that broadcast beacons with relevant real time traffic …
Channel-aware congestion control in vehicular cyber-physical systems
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 …
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 …
neighborhood through broadcasting safety beacons on the control channel. However, the …
Comparing LIMERIC and DCC approaches for VANET channel congestion control
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 …
hoc networks. Unless controlled, congestion increases with vehicle density, leading to high …