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
… The first academic document focusing on this problem and its virtual network resource
allocation counterpart is presented in [1]. Since then, many VNE algorithms have been proposed. …

Efficient virtual network embedding of cloud-based data center networks into optical networks

W Fan, F Xiao, X Chen, L Cui… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… efficient embedding of data centers into optical networks, which aims to reduce complexity of
the network … Meanwhile, the physical network resources are efficiently used to increase the …

On virtual resource allocation of heterogeneous networks in virtualization environment: A service oriented perspective

H Cao, A Xiao, Y Hu, P Zhang, S Wu… - … on Network Science …, 2020 - ieeexplore.ieee.org
… the service oriented virtual resource allocation issue in … , we research the service oriented
virtual resource allocation problem. A … It is owing to the fact of finite physical network resources. …

A Q-learning-based approach for virtual network embedding in data center

Y Yuan, Z Tian, C Wang, F Zheng, Y Lv - Neural Computing and …, 2020 - Springer
Virtual network embedding (VNE) refers to allocating reasonable substrate network resources
for virtual network (VN) requests that include computing resources and network resources, …

Dynamic network slicing and resource allocation in mobile edge computing systems

J Feng, Q Pei, FR Yu, X Chu, J Du… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
network slicing, network resources can be flexibly and dynamically allocated to logical network
… With the rapid development of network edge applications such as the Internet of Things (…

Multi-domain virtual network embedding algorithm based on horizontal federated learning

P Zhang, N Chen, S Li, KKR Choo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… of multi-domain physical networks, this work proposes a VNE architecture based on HFL. To
… Zhang, “Edge computing network resource allocation based on virtual network embedding,” …

5G network slices embedding with sharable virtual network functions

C Mei, J Liu, J Li, L Zhang… - … and Networks, 2020 - ieeexplore.ieee.org
… the network resource utilization ratio. Further, we formulate the problem of allocating physical
network nodes and links resourcesvirtual BBU and virtual mobile edge computing (MEC) …

Dynamic resource allocation for virtual network function placement in satellite edge clouds

X Gao, R Liu, A Kaushik… - … Transactions on Network …, 2022 - ieeexplore.ieee.org
edge computing and cloud computing. In this paper, we investigate the dynamic resource
allocation problem for virtual networknetwork state as per the availability of network resources, …

NFV resource allocation: A systematic review and taxonomy of VNF forwarding graph embedding

F Schardong, I Nunes, A Schaeffer-Filho - Computer Networks, 2021 - Elsevier
… in the context of computer networks and network management. Proposed solutions to the …
We identified four general groups of objectives: (i) reduce network resources, indicating the …

Asynchronous deep reinforcement learning for collaborative task computing and on-demand resource allocation in vehicular edge computing

L Liu, J Feng, X Mu, Q Pei, D Lan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… The related work in vehicular edge computing is reviewed in … and allocating multi-resources
from cloud, edge and terminal, … network resources widely distributed end, edge and cloud …