Slice management in radio access network via iterative adaptation
In the context of 5G systems, the emergence of various use cases with diverse requirements
has attracted great attention to network slicing. In a single physical network, several …
has attracted great attention to network slicing. In a single physical network, several …
Radio resource management in context of network slicing: What is missing in existing mechanisms?
Fifth generation (5G) of mobile networks are expected to serve multiple heterogeneous use
cases. These use cases are extremely diverse in terms of service requirements and …
cases. These use cases are extremely diverse in terms of service requirements and …
Data driven network slicing from core to RAN for 5G broadcasting services
Network slicing is a widely discussed technology for satisfying the diverse requirements in
5G and beyond scenarios. It enables the operators to create end-to-end virtual slices in …
5G and beyond scenarios. It enables the operators to create end-to-end virtual slices in …
Reinforcement learning for dynamic resource optimization in 5G radio access network slicing
The paper presents a reinforcement learning solution to dynamic resource allocation for 5G
radio access network slicing. Available communication resources (frequency-time blocks …
radio access network slicing. Available communication resources (frequency-time blocks …
Fulfillment of service level agreements via slice-aware radio resource management in 5G networks
In the context of 5G mobile networks, several new use cases with various requirements with
respect to throughput, latency, coverage, etc., should be addressed. To avoid deployment of …
respect to throughput, latency, coverage, etc., should be addressed. To avoid deployment of …
Intelligent radio access network slicing for service provisioning in 6G: A hierarchical deep reinforcement learning approach
Network slicing is a key paradigm in 5G and is expected to be inherited in future 6G
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
Deep learning based user slice allocation in 5G radio access networks
S Matoussi, I Fajjari, N Aitsaadi… - 2020 IEEE 45th …, 2020 - ieeexplore.ieee.org
Network slicing is proposed as a new paradigm to serve the plethora of 5G services on a
shared infrastructure. Within this context, a Radio Access Network (RAN) slice is considered …
shared infrastructure. Within this context, a Radio Access Network (RAN) slice is considered …
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 …
Data-driven adaptive network slicing for multi-tenant networks
N Reyhanian, ZQ Luo - IEEE Journal of Selected Topics in …, 2021 - ieeexplore.ieee.org
Network slicing to support multi-tenancy plays a key role in improving the performance of 5G
and beyond networks. In this paper, we study dynamically slicing network resources in the …
and beyond networks. In this paper, we study dynamically slicing network resources in the …
Optimizing dynamic RAN slicing in programmable 5G networks
Network slicing is envisioned as a tool for 5G networks to provide network flexibility and
isolation among different logical networks. While network slicing is well investigated in the …
isolation among different logical networks. While network slicing is well investigated in the …