Online convex optimization for efficient and robust inter-slice radio resource management
T Wang, S Wang - IEEE Transactions on Communications, 2021 - ieeexplore.ieee.org
Radio access network (RAN) slicing is one of the key technologies in 5G and beyond mobile
networks, where multiple logical subnets, ie, RAN slices, are allowed to run on top of the …
networks, where multiple logical subnets, ie, RAN slices, are allowed to run on top of the …
Inter-slice radio resource management via online convex optimization
T Wang, W Yu, S Wang - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Radio access network (RAN) slicing is one of the key technologies in 5G and beyond mobile
networks, where multiple logical RANs, also referred to as RAN slices, are allowed to run on …
networks, where multiple logical RANs, also referred to as RAN slices, are allowed to run on …
Inter-slice radio resource allocation: An online convex optimization approach
T Wang, S Wang - IEEE Wireless Communications, 2021 - ieeexplore.ieee.org
Inter-slice radio resource allocation (IS-RRA) is a new layer of radio resource management
introduced by network slicing in 5G and beyond mobile communication systems. Instead of …
introduced by network slicing in 5G and beyond mobile communication systems. Instead of …
Framework for slice-aware radio resource management utilizing artificial neural networks
For accommodating the heterogeneous services that are anticipated for the fifth-generation
(5G) mobile networks, the concept of network slicing serves as a key technology. Spanning …
(5G) mobile networks, the concept of network slicing serves as a key technology. Spanning …
Intelligent resource scheduling for 5G radio access network slicing
It is widely acknowledged that network slicing can tackle the diverse use cases and
connectivity services of the forthcoming next-generation mobile networks (5G). Resource …
connectivity services of the forthcoming next-generation mobile networks (5G). Resource …
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 …
Dynamically resource allocation in beyond 5g (b5g) network ran slicing using deep deterministic policy gradient
R Munir, Y Wei, C Ma, B Yang - Wireless Communications and …, 2022 - Wiley Online Library
Network slicing makes it possible for future applications with a variety of adaptability
requirements and performance requirements by spliting the physical network into several …
requirements and performance requirements by spliting the physical network into several …
Deep Reinforcement Learning for Optimization of RAN Slicing Relying on Control-and User-Plane Separation
The rapid development of radio access network (RAN) slicing and control-and user-plane
separation (CUPS) has created a new paradigm for future networks, namely, CUPS-based …
separation (CUPS) has created a new paradigm for future networks, namely, CUPS-based …
Joint multi-objective optimization for radio access network slicing using multi-agent deep reinforcement learning
Radio access network (RAN) slices can provide various customized services for next-
generation wireless networks. Thus, multiple performance metrics of different types of RAN …
generation wireless networks. Thus, multiple performance metrics of different types of RAN …
AI-Assisted Slicing-Based Resource Management for Two-Tier Radio Access Networks
While network slicing has become a prevalent approach to service differentiation, radio
access network (RAN) slicing remains challenging due to the need of substantial adaptivity …
access network (RAN) slicing remains challenging due to the need of substantial adaptivity …