Intelligent spectrum sensing and access with partial observation based on hierarchical multi-agent deep reinforcement learning

X Li, Y Zhang, H Ding, Y Fang - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Dynamic spectrum access (DSA) has been regarded as a viable solution to the spectrum
shortage problem. To find idle spectrum, partial spectrum sensing could be employed by …

Partially Cooperative RL for Hybrid Action CRNs With Imperfect CSI

S Khaf, G Kaddoum… - IEEE Open Journal of the …, 2024 - ieeexplore.ieee.org
Cognitive radio networks (CRNs) mitigate spectrum scarcity by leveraging the holes in the
licensed spectrum to enable internet of things (IoT) devices to opportunistically access the …

Optimal relay probing for UAV millimeter wave communications with beam training overhead

Z Song, J An, H Ding, H Dai - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
Blockage in millimeter wave (mmWave) channels can severely degrade the efficiency of air-
to-ground (A2G) communications between unmanned aerial vehicles (UAVs) and base …

Intelligent Spectrum Sensing of Consumer IoT Based on GAN-GRU-YOLO

Z Gao, Y Li, Z Chen, M Asif, L Xu, X Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In the swift evolution of 5G cellular communication technology and Internet of Things (IoT),
the consumer electronics market is booming. Consumer IoT has become an emerging …

Cooperative Spectrum Sensing Approach in C-V2X based on Multi-Agent Reinforcement Learning

P Li, XL Huang - 2023 17th International Conference on …, 2023 - ieeexplore.ieee.org
In cellular vehicle-to-everything (C-V2X) Mode 4, the autonomous mode is based on
spectrum sensing for vehicles selecting spectrum resources, however, the spectrum sensing …

Demand-Oriented Fog-RAN Slicing With Self-Adaptation via Deep Reinforcement Learning

X Li, K Jiao, X Chen, H Ding, J Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As one of the key technologies for the 6G system, network slicing can enable the concurrent
provisioning of heterogeneous quality of services (QoS) on various types of services under …

Joint optimization of sampling point and sensing threshold for spectrum sensing

Y Li, W Ouyang, J Miao, J Mu, X Jing - IET Communications, 2024 - Wiley Online Library
With the continuous evolution and in‐depth integration between wireless communication
and emerging technology such as internet of things (IoT), artificial intelligence (AI) etc …