GAN-powered deep distributional reinforcement learning for resource management in network slicing
Network slicing is a key technology in 5G communications system. Its purpose is to
dynamically and efficiently allocate resources for diversified services with distinct …
dynamically and efficiently allocate resources for diversified services with distinct …
Optimal and fast real-time resource slicing with deep dueling neural networks
Effective network slicing requires an infrastructure/network provider to deal with the
uncertain demands and real-time dynamics of the network resource requests. Another …
uncertain demands and real-time dynamics of the network resource requests. Another …
The slice is served: Enforcing radio access network slicing in virtualized 5G systems
S D'Oro, F Restuccia, A Talamonti… - IEEE INFOCOM 2019 …, 2019 - ieeexplore.ieee.org
The notions of softwarization and virtualization of the radio access network (RAN) of next-
generation (5G) wireless systems are ushering in a vision where applications and services …
generation (5G) wireless systems are ushering in a vision where applications and services …
Efficient admission control and resource allocation mechanisms for public safety communications over 5G network slice
A Othman, NA Nayan - Telecommunication Systems, 2019 - Springer
The deployment of a broadband public safety (PS) mobile network can be undertaken in
different ways. One method involves combining commercial networks with private ones to …
different ways. One method involves combining commercial networks with private ones to …
Latency-sensitive 5G RAN slicing for industry 4.0
J García-Morales, MC Lucas-Estañ, J Gozalvez - IEEE Access, 2019 - ieeexplore.ieee.org
Network slicing is a novel 5G paradigm that exploits the virtualization and softwarization of
networks to create different logical network instances over a common network infrastructure …
networks to create different logical network instances over a common network infrastructure …
Deep reinforcement learning for network slicing with heterogeneous resource requirements and time varying traffic dynamics
Efficient network slicing is vital to deal with the highly variable and dynamic characteristics of
traffic in 5G networks. Network slicing addresses a challenging dynamic network resource …
traffic in 5G networks. Network slicing addresses a challenging dynamic network resource …
A utility-driven multi-queue admission control solution for network slicing
The combination of recent emerging technologies such as network function virtualization
(NFV) and network programmability (SDN) gave birth to the Network Slicing revolution. 5G …
(NFV) and network programmability (SDN) gave birth to the Network Slicing revolution. 5G …
Online auction-based resource allocation for service-oriented network slicing
L Liang, Y Wu, G Feng, X Jian… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Future mobile communication networks (5G) are envisioned to support a wide range of use
cases with diverse service requirements. Network slicing as a key architectural enabling …
cases with diverse service requirements. Network slicing as a key architectural enabling …
Reinforcement learning based resource management for network slicing
Network slicing to create multiple virtual networks, called network slice, is a promising
technology to enable networking resource sharing among multiple tenants for the 5th …
technology to enable networking resource sharing among multiple tenants for the 5th …
Maximizing infrastructure providers' revenue through network slicing in 5G
Adapting to recent trends in mobile communications towards 5G, infrastructure owners are
gradually modifying their systems for supporting the network programmability paradigm and …
gradually modifying their systems for supporting the network programmability paradigm and …