Drive: Dynamic resource introspection and vnf embedding for 5g using machine learning

D Basu, S Kal, U Ghosh, R Datta - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The network slicing (NS) technique is comprehensively reshaping the next-generation
communication networks (eg, 5G and 6G). Software-defined networking (SDN) and network …

Adaptive interference-aware VNF placement for service-customized 5G network slices

Q Zhang, F Liu, C Zeng - IEEE INFOCOM 2019-IEEE …, 2019 - ieeexplore.ieee.org
Based on network function virtualization (NFV) and software defined network (SDN), network
slicing is proposed as a new paradigm for building service-customized 5G network. In each …

A reinforcement learning based approach for 5G network slicing across multiple domains

G Kibalya, J Serrat, JL Gorricho… - … on Network and …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and Machine Learning (ML) are envisioned as
possible techniques for the realization of a flexible and adaptive 5G network. ML will provide …

Online adaptive interference-aware VNF deployment and migration for 5G network slice

Q Zhang, F Liu, C Zeng - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
Based on network function virtualization (NFV) and software defined network (SDN), network
slicing is proposed as a new paradigm for building service-customized 5G network. In each …

Meta Relational Learning-Based Service-Tailored VNF Deployment for B5G Network Slice

Z Xu, L Zhuang, W Zhuang, Y Hu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
To bring 5G systems and networks to life in large-scale commercial applications, academia
community has started the research beyond 5G (B5G), in which network slicing (NS) is …

Optimization model for cross-domain network slices in 5G networks

RA Addad, M Bagaa, T Taleb… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Network Slicing (NS) is a key enabler of the upcoming 5G and beyond system, leveraging
on both Network Function Virtualization (NFV) and Software Defined Networking (SDN), NS …

VNF-Enabled 5G Network Orchestration Framework for Slice Creation, Isolation and Management

T Srinivasan, S Venkatapathy, HG Jo, IH Ra - Journal of Sensor and …, 2023 - mdpi.com
Network slicing is widely regarded as the most critical technique for allocating network
resources to varied user needs in 5G networks. A Software Defined Networking (SDN) and …

Network slicing in virtualized 5G Core with VNF sharing

AJ Zharabad, S Yousefi, T Kunz - Journal of Network and Computer …, 2023 - Elsevier
Through multiplexing separate virtual networks on the same network infrastructure, network
slicing will lead to customization, scalability, flexibility, and isolation of services in different …

Dynamic network slice scaling assisted by attention-based prediction in 5g core network

CN Nhu, M Park - IEEE Access, 2022 - ieeexplore.ieee.org
Network slicing is a key technology in fifth-generation (5G) networks that allows network
operators to create multiple logical networks over a shared physical infrastructure to meet …

Novel NFV aware network service for intelligent network slicing based on squatting-kicking model

A El-Mekkawi, X Hesselbach, JR Piney - IEEE access, 2020 - ieeexplore.ieee.org
Future networks starting from 5G will depend on network slicing to meet a wide range of
network services (NSs) with various quality of service (QoS) requirements. With the powerful …