[HTML][HTML] Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

Recent advances of resource allocation in network function virtualization

S Yang, F Li, S Trajanovski… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) has been emerging as an appealing solution that
transforms complex network functions from dedicated hardware implementations to software …

Latency-aware VNF chain deployment with efficient resource reuse at network edge

P Jin, X Fei, Q Zhang, F Liu, B Li - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
With the increasing demand of low-latency network services, mobile edge computing (MEC)
emerges as a new paradigm, which provides server resources and processing capacities in …

NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning

Y Xiao, Q Zhang, F Liu, J Wang, M Zhao… - Proceedings of the …, 2019 - dl.acm.org
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …

A deep reinforcement learning approach for VNF forwarding graph embedding

PTA Quang, Y Hadjadj-Aoul… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and service orchestration simplify the deployment and
management of network and telecommunication services. The deployment of these services …

Network function virtualization-aware orchestrator for service function chaining placement in the cloud

H Hawilo, M Jammal, A Shami - IEEE Journal on Selected …, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) has been introduced by network service providers to
overcome various challenges that hinder them from satisfying the growing demand for …

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 …

Adaptive VNF scaling and flow routing with proactive demand prediction

X Fei, F Liu, H Xu, H Jin - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
With the evolution of Network Function Virtual-izaiton (NFV), enterprises are increasingly
outsourcing their network functions to the cloud. However, using virtualized network …

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 …

Virtual network functions routing and placement for edge cloud latency minimization

R Gouareb, V Friderikos… - IEEE Journal on Selected …, 2018 - ieeexplore.ieee.org
As a new way to design, deploy, and manage network services, network functions
virtualization (NFV) decouples the network functions, from one or more physical network …