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 …
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
Network Function Virtualization (NFV) has been emerging as an appealing solution that
transforms complex network functions from dedicated hardware implementations to software …
transforms complex network functions from dedicated hardware implementations to software …
Latency-aware VNF chain deployment with efficient resource reuse at network edge
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 …
emerges as a new paradigm, which provides server resources and processing capacities in …
NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning
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 …
flexibly offered as service function chains (SFCs) consisted of different virtual network …
Network function virtualization-aware orchestrator for service function chaining placement in the cloud
Network function virtualization (NFV) has been introduced by network service providers to
overcome various challenges that hinder them from satisfying the growing demand for …
overcome various challenges that hinder them from satisfying the growing demand for …
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 …
management of network and telecommunication services. The deployment of these services …
Adaptive interference-aware VNF placement for service-customized 5G network slices
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 …
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
With the evolution of Network Function Virtual-izaiton (NFV), enterprises are increasingly
outsourcing their network functions to the cloud. However, using virtualized network …
outsourcing their network functions to the cloud. However, using virtualized network …
Online adaptive interference-aware VNF deployment and migration for 5G network slice
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 …
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 …
virtualization (NFV) decouples the network functions, from one or more physical network …