Improving Channel Utilization in VANETs Using Q-Learning-Based Data Rate Congestion Control

GS Nuthalapati, A Jaekel - 2023 20th ACS/IEEE International …, 2023 - ieeexplore.ieee.org
Vehicular Ad-Hoc Network (VANET) is an emerging wireless technology vital to the
Intelligent Transportation System (ITS), which aims to mitigate traffic problems and improve …

Reinforcement Learning-Based Data Rate Congestion Control for Vehicular Ad-Hoc Networks

GS Nuthalapati - 2023 - search.proquest.com
Abstract Vehicular Ad-Hoc Network (VANET) is an emerging wireless technology vital to the
Intelligent Transportation System (ITS) for vehicle-to-vehicle and vehicle-to-infrastructure …

[引用][C] Machine Learning-Based Risk-Aware Congestion Control Scheme for Minimization of Information Loss in Dense VANET Environment

B Dhakad, L Shrivastava - Journal of Circuits, Systems and …, 2024 - World Scientific
Vehicular Ad-Hoc Network is one of the most growing research fields and has become a
promising topic for researchers. Day by day, vehicle density increases, causing very serious …

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 …

Adaptive data rate based congestion control in vehicular ad hoc networks (vanet)

S Jayachandran, A Jaekel - International Conference on Ad Hoc Networks, 2021 - Springer
Abstract Vehicular Ad Hoc Networks (VANET) supporting Vehicle-to-Vehicle (V2V) and
Vehicle-to-Infrastructure (V2I) communication can increase the efficiency and safety of the …

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 …

Data rate selection strategies for periodic transmission of safety messages in VANET

B St. Amour, A Jaekel - Electronics, 2023 - mdpi.com
Vehicular ad hoc networks (VANETs) facilitate communication among vehicles and possess
designated infrastructure nodes to improve road safety and traffic flow. As the number of …

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 …

Fair channel distribution-based congestion control in vehicular ad hoc networks

S Sharma, M Chahal, S Harit - … : Proceedings of ICICC 2019, Volume 2, 2020 - Springer
Vehicular ad hoc network (VANET) serves as one of the significant enabling technologies in
intelligent transportation system (ITS). Accurate and up-to-date information received by …

Speed based distributed congestion control scheme for vehicular networks

C Facchina, A Jaekel - 2020 IEEE Symposium on Computers …, 2020 - ieeexplore.ieee.org
The Internet of Vehicles (IoV) and vehicular clouds use sensor data and information from
vehicles to implement an intelligent transportation system for future smart cities. The …