Online fault-tolerant VNF chain placement: A deep reinforcement learning approach

W Mao, L Wang, J Zhao, Y Xu - 2020 IFIP Networking …, 2020 - ieeexplore.ieee.org
Since Network Function Virtualization (NFV) decouples network functions (NFs) from the
underlying dedicated hardware and realizes them in the form of software called Virtual …

Machine learning-based method for prediction of virtual network function resource demands

HG Kim, DY Lee, SY Jeong, H Choi… - … IEEE conference on …, 2019 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) are
paradigms that help administrators to manage dynamic networks. While SDN allows …

Deep reinforcement learning algorithm for latency-oriented IIoT resource orchestration

P Zhang, Y Zhang, N Kumar… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Due to geographical factors and resource constraints, the traditional Internet architecture
cannot meet the needs of the space–air–ground-integrated network (SAGIN) resource layout …

VNF placement optimization at the edge and cloud

A Leivadeas, G Kesidis, M Ibnkahla, I Lambadaris - Future Internet, 2019 - mdpi.com
Network Function Virtualization (NFV) has revolutionized the way network services are
offered to end users. Individual network functions are decoupled from expensive and …

High availability deployment of virtual network function forwarding graph in cloud computing environments

MA Abdelaal, GA Ebrahim, WR Anis - IEEE Access, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) stands out quickly as a promising innovation in
telecommunication networks. It leverages the concept of cloud technology and virtualization …

An energy-driven network function virtualization for multi-domain software defined networks

K Kaur, S Garg, G Kaddoum, F Gagnon… - … -IEEE Conference on …, 2019 - ieeexplore.ieee.org
Network Functions Virtualization (NFV) in Software Defined Networks (SDN) emerged as a
new technology for creating virtual instances for smooth execution of multiple applications …

A dynamic and collaborative multi-layer virtual network embedding algorithm in SDN based on reinforcement learning

M Lu, Y Gu, D Xie - IEEE Transactions on Network and Service …, 2020 - ieeexplore.ieee.org
Most of existing virtual network embedding (VNE) algorithms only consider how to construct
virtual networks more efficiently on a physical infrastructure, without considering the …

Virtual network function placement and resource optimization in NFV and edge computing enabled networks

D Li, P Hong, K Xue, J Pei - Computer Networks, 2019 - Elsevier
Network function virtualization (NFV) and edge computing (EC) are two promising and
innovative technologies to accelerate 5G networks. However, placing the service function …

An efficient energy cost and mapping revenue strategy for interdomain NFV-enabled networks

H Cao, S Wu, Y Hu, RS Mann, Y Liu… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
Future network based on software-defined networking (SDN) and network function
virtualization (NFV) technologies is the main evolution tendency of current Internet, enabling …

DeepNFV: A lightweight framework for intelligent edge network functions virtualization

L Li, K Ota, M Dong - IEEE Network, 2018 - ieeexplore.ieee.org
Traditional Network Functions Virtualization (NFV) implementations are somehow too heavy
and do not have enough functionality to conduct complex tasks. In this work, we propose a …