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
Virtual network embedding arranges virtual network services onto substrate network
components. The performance of embedding algorithms determines the effectiveness and …

Robust learning-enabled intelligence for the internet of things: A survey from the perspectives of noisy data and adversarial examples

Y Wu - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
The Internet of Things (IoT) has been widely adopted in a range of verticals, eg, automation,
health, energy, and manufacturing. Many of the applications in these sectors, such as self …

Virtual network embedding for multi-domain heterogeneous converged optical networks: Issues and challenges

Y Zong, C Feng, Y Guan, Y Liu, L Guo - Sensors, 2020 - mdpi.com
The emerging 5G applications and the connectivity of billions of devices have driven the
investigation of multi-domain heterogeneous converged optical networks. To support …

Fine-grained management in 5G: DQL based intelligent resource allocation for network function virtualization in C-RAN

C Zhang, M Dong, K Ota - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
Recently, the installation of 5G networks offers a variety of real-time, high-performance and
human-oriented customized services. However, the current laying 5G structure is unable to …

[HTML][HTML] A dynamic and resource sharing virtual network mapping algorithm

X Xiao, X Zheng, J Bian, C Ji, X Cui - Digital Communications and Networks, 2023 - Elsevier
Network virtualization can effectively establish dedicated virtual networks to implement
various network functions. However, the existing research works have some shortcomings …

EFraS: Emulated framework to develop and analyze dynamic Virtual Network Embedding strategies over SDN infrastructure

KK TG, S Tomar, SK Addya, A Satpathy… - … Modelling Practice and …, 2024 - Elsevier
Abstract The integration of Software-Defined Networking (SDN) into Network Virtualization
(NV) significantly enhances network management, isolation, and troubleshooting …

A virtual network resource allocation model based on dynamic resource pricing

XC Xiao, XW Zheng, Y Wei, XC Cui - IEEE Access, 2020 - ieeexplore.ieee.org
The key to network virtualization technology is virtual network mapping, which has been
proven to be an NP-hard problem. At present, the methods to solve the problem of virtual …

A service sustainable live migration strategy for multiple virtual machines in cloud data centers

A Satpathy, MN Sahoo, A Mishra, B Majhi… - Big Data Research, 2021 - Elsevier
Virtual machine (VM) migration is an indispensable aspect of a virtualized cloud
environment. It assists in resource management by dynamically relocating VMs from one …

Uso de Inteligencia Artificial para solucionar problemas de Network Embedding en redes móviles con virtualización

JL Medina Samamé - 2023 - repositorio.unican.es
En el contexto de las redes celulares de quinta generacion uno de los principales cambios
a nivel de arquitectura es la capacidad de virtualizar los elementos de acceso. En este …