Virtual network function migration based on dynamic resource requirements prediction
L Tang, X He, P Zhao, G Zhao, Y Zhou, Q Chen - IEEE Access, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) enables flexible deployment of virtual network function
(VNF) in 5G mobile communication network. Due to the inherent dynamics of network flows …
(VNF) in 5G mobile communication network. Due to the inherent dynamics of network flows …
Efficient flow migration for NFV with graph-aware deep reinforcement learning
P Sun, J Lan, J Li, Z Guo, Y Hu, T Hu - Computer Networks, 2020 - Elsevier
Abstract Network Function Virtualization (NFV) enables flexible deployment of network
services as applications. However, it is a big challenge to guarantee the Quality of Service …
services as applications. However, it is a big challenge to guarantee the Quality of Service …
Fine-grained cloud resource provisioning for virtual network function
The deployment of Virtualized Network Functions is expected to be dynamic and swift when
using Network Function Virtualization technology. The dynamic nature of workload from …
using Network Function Virtualization technology. The dynamic nature of workload from …
Machine learning for dynamic resource allocation in network function virtualization
S Schneider, NP Satheeschandran… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) proposes to replace physical middleboxes with more
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
Service function chain embedding for NFV-enabled IoT based on deep reinforcement learning
It is challenging to efficiently manage different resources in the IoT. Recently, Network
function virtualization has attracted attention because of its prospect to achieve efficient …
function virtualization has attracted attention because of its prospect to achieve efficient …
Online joint VNF chain composition and embedding for 5G networks
Network function virtualization (NFV) is one of the enabling technologies for fifth generation
(5G) networks. How to allocate physical resources to customized network services both fairly …
(5G) networks. How to allocate physical resources to customized network services both fairly …
Deep reinforcement learning for topology-aware VNF resource prediction in NFV environments
Network Function Virtualisation (NFV) has emerged as a key paradigm in network
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
A-DDPG: Attention mechanism-based deep reinforcement learning for NFV
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
An opportunistic resource sharing and topology-aware mapping framework for virtual networks
Network virtualization provides a promising way to overcome Internet ossification. A major
challenge is virtual network mapping, ie, how to embed multiple virtual network requests …
challenge is virtual network mapping, ie, how to embed multiple virtual network requests …