Cooperative channel assignment for VANETs based on multiagent reinforcement learning

Y Wang, K Zheng, D Tian, X Duan, J Zhou - Frontiers of Information …, 2020 - Springer
Dynamic channel assignment (DCA) plays a key role in extending vehicular ad-hoc network
capacity and mitigating congestion. However, channel assignment under vehicular direct …

[PDF][PDF] Cooperative channel assignment for VANETs based on dual reinforcement learning

X Duan, Y Zhao, K Zheng, D Tian… - … Materials & Continua, 2021 - pdfs.semanticscholar.org
Dynamic channel assignment (DCA) is significant for extending vehicular ad hoc network
(VANET) capacity and mitigating congestion. However, the un-known global state …

Federated multi-agent deep reinforcement learning for resource allocation of vehicle-to-vehicle communications

X Li, L Lu, W Ni, A Jamalipour… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Dynamic topology, fast-changing channels and the time sensitivity of safety-related services
present challenges to the status quo of resource allocation for cellular-underlaying vehicle …

Multi-agent deep reinforcement learning-empowered channel allocation in vehicular networks

AS Kumar, L Zhao, X Fernando - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Channel allocation has a direct and profound impact on the performance of vehicle-to-
everything (V2X) networks. Considering the dynamic nature of vehicular environments, it is …

A robust channel access using cooperative reinforcement learning for congested vehicular networks

C Choe, J Ahn, J Choi, D Park, M Kim, S Ahn - IEEE Access, 2020 - ieeexplore.ieee.org
Vehicular Ad-hoc Network (VANET) is an emerging technique dedicated to wireless
vehicular communication to improve transportation safety by exchanging driving information …

Safety communication based adaptive multi-channel assignment for VANETs

S Chantaraskul, K Chaitien, A Nirapai… - Wireless Personal …, 2017 - Springer
Dedicated short-range communication technology has been proposed for wireless access in
vehicular environment (WAVE) standard. With this technology, road users can benefit from …

Intelligent Resource Allocation Scheme Using Reinforcement Learning for Efficient Data Transmission in VANET

JW Kim, JW Kim, J Lee - Sensors, 2024 - mdpi.com
Vehicular ad hoc networks (VANETs) use multiple channels to communicate using wireless
access in vehicular environment (WAVE) standards to provide a variety of vehicle-related …

TacNet: A Tactic-Interactive Resource Allocation Method for Vehicular Networks

X Fu, Q Yuan, Z Zhuang, Y Li, J Liao… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
To support safety driving and various on-board services, efficient resource allocation is
crucial for the promising implement of vehicle platooning in intelligent transportation systems …

Decentralized resource allocation-based multiagent deep learning in vehicular network

AD Mafuta, BTJ Maharaj, AS Alfa - IEEE Systems Journal, 2022 - ieeexplore.ieee.org
Resource allocation (RA) has a significant impact on vehicular network performance. With
high mobility, RA is more challenging, as the number of vehicles in close proximity changes …

Intelligence-based Reinforcement Learning for Continuous Dynamic Resource Allocation in Vehicular Networks

Y Wang, Y He, FR Yu, K Wu - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
The rapid advancement of intelligent transportation systems necessitates efficient resource
allocation for low-latency and high-bandwidth vehicular services. While traditional …