Aoi-aware joint spectrum and power allocation for internet of vehicles: A trust region policy optimization-based approach
In Internet of Vehicles (IoV), information freshness is a significant indicator to indemnify road
traffic safety, which is measured by Age of Information (AoI). In this article, we consider the …
traffic safety, which is measured by Age of Information (AoI). In this article, we consider the …
Deep reinforcement learning-based spectrum allocation algorithm in Internet of vehicles discriminating services
Z Guan, Y Wang, M He - Applied Sciences, 2022 - mdpi.com
With the rapid development of global automotive industry intelligence and networking, the
Internet of Vehicles (IoV) service, as a key communication technology, has been faced with …
Internet of Vehicles (IoV) service, as a key communication technology, has been faced with …
Deep reinforcement learning based wireless resource allocation for V2X communications
J Li, J Zhao, X Sun - 2021 13th International Conference on …, 2021 - ieeexplore.ieee.org
The shortage and low utilization of air-interface spectrum resources have always been the
bottleneck of the development of vehicle-to-everything (V2X) communications. In this paper …
bottleneck of the development of vehicle-to-everything (V2X) communications. In this paper …
Multiagent deep-reinforcement-learning-based resource allocation for heterogeneous QoS guarantees for vehicular networks
Vehicle-to-vehicle communications can offer direct information interaction, including security-
centered information and entertainment information. However, the rapid proliferation of …
centered information and entertainment information. However, the rapid proliferation of …
Meta-reinforcement learning based resource allocation for dynamic V2X communications
This paper studies the allocation of shared resources between vehicle-to-infrastructure (V2I)
and vehicle-to-vehicle (V2V) links in vehicle-to-everything (V2X) communications. In existing …
and vehicle-to-vehicle (V2V) links in vehicle-to-everything (V2X) communications. In existing …
Joint network control and resource allocation for space-terrestrial integrated network through hierarchal deep actor-critic reinforcement learning
Conventional approaches to network control and resource allocation by allocating dedicated
spectrum resources and separate infrastructure for massive Internet of Things (IoT) network …
spectrum resources and separate infrastructure for massive Internet of Things (IoT) network …
Federated Deep Reinforcement Learning-Based Spectrum Access Algorithm With Warranty Contract in Intelligent Transportation Systems
Cognitive radio (CR) provides an effective solution to meet the huge bandwidth
requirements in intelligent transportation systems (ITS), which enables secondary users …
requirements in intelligent transportation systems (ITS), which enables secondary users …
Resource allocation based on graph neural networks in vehicular communications
In this article, we investigate spectrum allocation in vehicle-to-everything (V2X) network. We
first express the V2X network into a graph, where each vehicle-to-vehicle (V2V) link is a …
first express the V2X network into a graph, where each vehicle-to-vehicle (V2V) link is a …
Deep reinforcement learning based joint spectrum allocation and configuration design for STAR-RIS-assisted V2X communications
Vehicle-to-Everything (V2X) communications is pivotal for modern transportation systems,
but the challenges arise in scenarios with buildings, leading to signal obstruction and limited …
but the challenges arise in scenarios with buildings, leading to signal obstruction and limited …
Enabling security-aware D2D spectrum resource sharing for connected autonomous vehicles
With the emergence of automated driving technology, wireless demand for secure
information exchange among automated vehicles has increased dramatically. To this end …
information exchange among automated vehicles has increased dramatically. To this end …