A comprehensive survey on radio resource management in 5G HetNets: Current solutions, future trends and open issues
The 5G network technologies are intended to accommodate innovative services with a large
influx of data traffic with lower energy consumption and increased quality of service and user …
influx of data traffic with lower energy consumption and increased quality of service and user …
Comprehensive review on ML-based RIS-enhanced IoT systems: basics, research progress and future challenges
Sixth generation (6G) internet of things (IoT) networks will modernize the applications and
satisfy user demands through implementing smart and automated systems. Intelligence …
satisfy user demands through implementing smart and automated systems. Intelligence …
The frontiers of deep reinforcement learning for resource management in future wireless HetNets: Techniques, challenges, and research directions
Next generation wireless networks are expected to be extremely complex due to their
massive heterogeneity in terms of the types of network architectures they incorporate, the …
massive heterogeneity in terms of the types of network architectures they incorporate, the …
Deep reinforcement learning for radio resource allocation and management in next generation heterogeneous wireless networks: A survey
Next generation wireless networks are expected to be extremely complex due to their
massive heterogeneity in terms of the types of network architectures they incorporate, the …
massive heterogeneity in terms of the types of network architectures they incorporate, the …
When hierarchical federated learning meets stochastic game: Towards an intelligent UAV charging in urban prosumers
Unmanned aerial vehicles (UAVs) nowadays are developing rapidly for various applications
such as UAV taxis and delivery drones. However, the limited battery energy restricts the …
such as UAV taxis and delivery drones. However, the limited battery energy restricts the …
Hierarchical multi-agent DRL-based framework for joint multi-RAT assignment and dynamic resource allocation in next-generation hetnets
This article considers the problem of cost-aware downlink sum-rate maximization via joint
optimal radio access technologies (RATs) assignment and power allocation in next …
optimal radio access technologies (RATs) assignment and power allocation in next …
DRL-Based joint RAT association, power and bandwidth optimization for future HetNets
Multi-radio access technologies (RATs) networks, where various heterogeneous networks
(HetNets) coexist, are in service nowadays and considered a main enabling technology for …
(HetNets) coexist, are in service nowadays and considered a main enabling technology for …
Cooperative Jamming Resource Allocation with Joint Multi-Domain Information Using Evolutionary Reinforcement Learning
Q Xin, Z Xin, T Chen - Remote Sensing, 2024 - mdpi.com
Addressing the formidable challenges posed by multiple jammers jamming multiple radars,
which arise from spatial discretization, many degrees of freedom, numerous model input …
which arise from spatial discretization, many degrees of freedom, numerous model input …
Distributed Resource Allocation and User Association for Max-Min Fairness in HetNets
In heterogeneous networks (HetNets), it is difficult to guarantee uniform wireless connectivity
satisfying quality of service (QoS) on users' minimum rates because of intensive and …
satisfying quality of service (QoS) on users' minimum rates because of intensive and …
The energy footprint of 5G multi-RAT cellular architectures
While environmental and financial reasons point to the minimization of the number of radio
sites to contain energy use, emissions, and operating expenses of cellular networks, the …
sites to contain energy use, emissions, and operating expenses of cellular networks, the …