Accelerating virtual network embedding with graph neural networks
Virtual Network Embedding (VNE) is an essential component of network virtualization
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
technology. Prior works on VNE mainly focused on resource efficiency and did not address …
NeuroViNE: A neural preprocessor for your virtual network embedding algorithm
Network virtualization enables increasingly diverse network services to cohabit and share a
given physical infrastructure and its resources, with the possibility to rely on different network …
given physical infrastructure and its resources, with the possibility to rely on different network …
DeepViNE: Virtual network embedding with deep reinforcement learning
Virtual Network Embedding (VNE) is a crucial problem in network virtualization. Prior work
on VNE is mainly focused on optimization-based solutions that are carefully constructed and …
on VNE is mainly focused on optimization-based solutions that are carefully constructed and …
On the use of graph neural networks for virtual network embedding
Resource allocation of 5G network slices is one of the most important challenges for network
operators. It can be formulated using the Virtual Network Embedding (VNE) problem, which …
operators. It can be formulated using the Virtual Network Embedding (VNE) problem, which …
CE-VNE: Constraint escalation virtual network embedding algorithm assisted by graph convolutional networks
With the advent of Industry 5.0, access devices are becoming more and more demanding on
the network. For example, in areas such as financial transactions, drone control and …
the network. For example, in areas such as financial transactions, drone control and …
Efficient virtual network embedding with node ranking and intelligent link mapping
Network virtualization (NV) is emerged as a key enabler for the success of the future
virtualized networks (eg 5G networks and smart Internet of Things (IoT)). Virtual Network …
virtualized networks (eg 5G networks and smart Internet of Things (IoT)). Virtual Network …
Dynamic virtual network embedding algorithm based on graph convolution neural network and reinforcement learning
Network virtualization (NV) is a technology with broad application prospects. Virtual network
embedding (VNE) is the core orientation of VN, which aims to provide more flexible …
embedding (VNE) is the core orientation of VN, which aims to provide more flexible …
Towards learning-based energy-efficient online coordinated virtual network embedding framework
Z Duan, T Wang - Computer Networks, 2024 - Elsevier
Network virtualization is a highly effective technology for resource sharing within data
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
VNE-HRL: A proactive virtual network embedding algorithm based on hierarchical reinforcement learning
J Cheng, Y Wu, Y Lin, E Yuepeng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Virtual network embedding (VNE) that instantiates virtualized networks on a substrate
infrastructure, is one of the key research problems for network virtualization. Most existing …
infrastructure, is one of the key research problems for network virtualization. Most existing …
An intelligent parallel algorithm for online virtual network embedding
KTD Nguyen, C Huang - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
Network virtualization is ubiquitously an essential attribute to enable the success of the
future virtualized networks (eg forthcoming 5G network, smart Internet of Things (IoT)) …
future virtualized networks (eg forthcoming 5G network, smart Internet of Things (IoT)) …