Automatic virtual network embedding: A deep reinforcement learning approach with graph convolutional networks

Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
link mapping procedure for assigning virtual links onto loop-free paths of the substrate network
which satisfy virtual link … It is worth noting that virtual nodes from different VNRs may share …

Cost-aware dynamic SFC mapping and scheduling in SDN/NFV-enabled space–air–ground-integrated networks for Internet of Vehicles

J Li, W Shi, H Wu, S Zhang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… In this article, we investigate the online dynamic virtual network function (VNF) mapping
and scheduling in SAGIN, considering the dynamicity of IoV services. The VNF live migration, …

Holistic network virtualization and pervasive network intelligence for 6G

X Shen, J Gao, W Wu, M Li, C Zhou… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
… A virtual network is the combination of virtual nodes and links with proper virtual resource …
Supervised learning exploits the mapping between the input and output data via a given …

IoT network slicing on virtual layers of homogeneous data for improved algorithm operation in smart buildings

R Casado-Vara, A Martin-del Rey, S Affes… - Future generation …, 2020 - Elsevier
… 9, temperature isoterm maps are presented from a temperature point of view. In these isotherm
maps one can see the differences between the two experimental results carried out using …

An end-to-end network slicing algorithm based on deep Q-learning for 5G network

T Li, X Zhu, X Liu - IEEE Access, 2020 - ieeexplore.ieee.org
network slicing technology, operators can divide physical network infrastructure into multiple
virtual networks … We need to find VM nodes and links in the network for each SFC to map. …

NFV orchestration over disaggregated metro optical networks with end-to-end multi-layer slicing enabling crowdsourced live video streaming

AS Muqaddas, RS Tessinari, R Casellas… - Journal of Optical …, 2021 - opg.optica.org
… /optical networks spanning multiple datacenters. In this work, a service is a virtual network
… specify the endpoints, which map the connectivity of each site with the WAN network: this …

Open, programmable, and virtualized 5G networks: State-of-the-art and the road ahead

L Bonati, M Polese, S D'Oro, S Basagni, T Melodia - Computer Networks, 2020 - Elsevier
map the different open source software libraries and frameworks surveyed in this article to
specific network … The EPC servers are split into multiple virtual network functions providing …

A novel security model for cooperative virtual networks in the IoT era

SA Alabady, F Al-Turjman, S Din - International Journal of Parallel …, 2020 - Springer
… Nmap program was used to look over of TCP and UDP open ports in the network devices.
The attack used port scanner tools to appraisal the network map and estimated the network

SFC-based service provisioning for reconfigurable space-air-ground integrated networks

G Wang, S Zhou, S Zhang, Z Niu… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
… Specifically, we must jointly consider the virtual network functions (VNFs) embedding and …
network nodes? 2) Virtual link mapping problem: how to route the data flow among VNFs? …

Network slice reconfiguration by exploiting deep reinforcement learning with large action space

F Wei, G Feng, Y Sun, Y Wang, S Qin… - … on Network and …, 2020 - ieeexplore.ieee.org
… the underlying physical network. A network slice can be viewed as a pre-defined virtual network
through which … To model the virtual link mapping for flow k, we propose to map its virtual