Advanced deep learning models for 6G: overview, opportunities and challenges
The advent of the sixth generation of mobile communications (6G) ushers in an era of
heightened demand for advanced network intelligence to tackle the challenges of an …
heightened demand for advanced network intelligence to tackle the challenges of an …
Intent-aware radio resource scheduling in a ran slicing scenario using reinforcement learning
Network slicing at the radio access network (RAN) domain, called RAN slicing, requires
elasticity, efficient resource sharing, and customization. In this scenario, radio resource …
elasticity, efficient resource sharing, and customization. In this scenario, radio resource …
Resource Management From Single-domain 5G to End-to-End 6G Network Slicing: A Survey
Network Slicing (NS) is one of the pillars of the fifth/sixth generation (5G/6G) of mobile
networks. It provides the means for Mobile Network Operators (MNOs) to leverage physical …
networks. It provides the means for Mobile Network Operators (MNOs) to leverage physical …
Reinforcement learning for radio resource management in ran slicing: A survey
Dynamic radio resource allocation to network slices in mobile networks is challenging due to
the diverse requirements of RAN slices and the dynamic environment of wireless networks …
the diverse requirements of RAN slices and the dynamic environment of wireless networks …
Flexible RAN Slicing in Open RAN With Constrained Multi-Agent Reinforcement Learning
M Zangooei, M Golkarifard, M Rouili… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Network slicing enables the provision of customized services in next-generation mobile
networks. Accordingly, the network is divided into logically isolated networks that share …
networks. Accordingly, the network is divided into logically isolated networks that share …
Digital twin-enhanced deep reinforcement learning for resource management in networks slicing
Network slicing-based communication systems can dynamically and efficiently allocate
resources for diversified services. However, due to the limitation of the network interface on …
resources for diversified services. However, due to the limitation of the network interface on …
When AI meets sustainable 6G
Abstract Sixth-generation (6G) networks are anticipated to achieve transformative
advancements, characterized by extreme connectivity, deep integration with artificial …
advancements, characterized by extreme connectivity, deep integration with artificial …
Resource Allocation for Network Slicing in Open RAN: A Hierarchical Learning Approach
K Qiao, H Wang, W Zhang, D Yang… - IEEE Transactions …, 2025 - ieeexplore.ieee.org
Network slicing technology and the Open Radio Access Network (O-RAN) architecture
provide solutions for resource isolation and dynamic resource optimization in resource …
provide solutions for resource isolation and dynamic resource optimization in resource …
Forecaster-Aided User Association and Load Balancing in Multi-Band Mobile Networks
Cellular networks are becoming increasingly heterogeneous with higher base station (BS)
densities and ever more frequency bands, making BS selection and band assignment key …
densities and ever more frequency bands, making BS selection and band assignment key …
An auction-based distributed network slicing scheme for resource allocation in satellite-UAV integrated networks
X Tong, X Li, Y Liu - Computer Communications, 2023 - Elsevier
Network slicing is a promising solution to satisfy different service quality requirements in the
satellite-UAV integrated network of B5G and 6G. To relieve the significant transmission …
satellite-UAV integrated network of B5G and 6G. To relieve the significant transmission …