GAN-based deep distributional reinforcement learning for resource management in network slicing

Y Hua, R Li, Z Zhao, H Zhang… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Network slicing is a key technology in 5G communications system, which aims to
dynamically and efficiently allocate resources for diversified services with distinct …

Evaluating nfv-enabled network slicing for 5g core

CW Liao, FJ Lin, Y Sato - 2020 21st Asia-Pacific Network …, 2020 - ieeexplore.ieee.org
Network slicing enables a single physical network be sliced into multiple virtual networks.
Each is customized and optimized according to specific 5G services and business goals. It …

Dynamic network slice reconfiguration by exploiting deep reinforcement learning

F Wei, G Feng, Y Sun, Y Wang… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
It is widely acknowledged that network slicing can tackle the diverse usage scenarios and
connectivity services that the 5G-and-beyond systems need to support. To guarantee …

Online based learning for predictive end-to-end network slicing in 5G networks

ELH Bouzidi, A Outtagarts, A Hebbar… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
5G networks are expected to provide a variety of services over the same physical
infrastructure equipped with a combination of radio and wired transport networks and …

Slice as a service (SlaaS) optimal IoT slice resources orchestration

V Sciancalepore, F Cirillo… - GLOBECOM 2017-2017 …, 2017 - ieeexplore.ieee.org
The increasing deployment of smart devices using mobile networks is pushing operators to
consider efficient ways to tailor their infrastructure to the Internet of Things (IoT) diverse …

Queue-aware reliable embedding algorithm for 5G network slicing

L Tang, G Zhao, C Wang, P Zhao, Q Chen - Computer networks, 2018 - Elsevier
Network slicing has been proposed as a promising technology to fulfill users' specific service
demands in 5G network. The important issues in this network paradigm are slices' reliability …

Optimal distributed resource allocation in 5G virtualized networks

H Halabian - 2019 IFIP/IEEE Symposium on Integrated …, 2019 - ieeexplore.ieee.org
The concepts of network function virtualization (NFV) and end-to-end (E2E) network slicing
are two promising technologies empowering 5G networks for efficient, flexible and dynamic …

Real-time network slicing with uncertain demand: A deep learning approach

N Van Huynh, DT Hoang, DN Nguyen… - ICC 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Practical and efficient network slicing often faces real-time dynamics of network resources
and uncertain customer demands. This work provides an optimal and fast resource slicing …

Self optimizing network slicing in 5g for slice isolation and high availability

S Vittal - 2021 17th International Conference on Network and …, 2021 - ieeexplore.ieee.org
5G network supports end-to-end logically isolated networks in the form of network slices,
catering to the needs of users of various primary network services, namely enhanced Mobile …

Evaluating the impact of delay constraints in network services for intelligent network slicing based on SKM model

A El-Mekkawi, X Hesselbach… - … of Communications and …, 2021 - ieeexplore.ieee.org
Solving the problem of network resource allocation with delay constraint is a significant
challenge for realizing future Internet and 5G networks services such as advanced mobile …