Wireless Virtual Network Embedding Algorithm Based on Deep Reinforcement Learning
Q Gao, N Lyu, J Miao, W Pan - Electronics, 2022 - mdpi.com
Wireless network virtualization is widely used to solve the ossification problem of networks,
such as 5G and the Internet of Things. The most crucial method of wireless network …
such as 5G and the Internet of Things. The most crucial method of wireless network …
A dynamic and collaborative multi-layer virtual network embedding algorithm in SDN based on reinforcement learning
M Lu, Y Gu, D Xie - IEEE Transactions on Network and Service …, 2020 - ieeexplore.ieee.org
Most of existing virtual network embedding (VNE) algorithms only consider how to construct
virtual networks more efficiently on a physical infrastructure, without considering the …
virtual networks more efficiently on a physical infrastructure, without considering the …
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 …
An RBF neural network–based dynamic virtual network embedding algorithm
X Zheng, Y Zhang, H Zhang… - … and Computation: Practice …, 2019 - Wiley Online Library
Network virtualization is a promising technology, which is used to solve the existing
shortcomings of the Internet architecture and in which virtual network (VN) embedding plays …
shortcomings of the Internet architecture and in which virtual network (VN) embedding plays …
Machine learning requirements for energy-efficient virtual network embedding
X Hesselbach, D Escobar-Perez - Energies, 2023 - mdpi.com
Network virtualization is a technology proven to be a key enabling a family of strategies in
different targets, such as energy efficiency, economic revenue, network usage, adaptability …
different targets, such as energy efficiency, economic revenue, network usage, adaptability …
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 …
Virtual Network Embedding Based on Modified Genetic Algorithm
To fend off the ossification of Internet architecture, VNE has been propounded as one of the
most important techniques to address this issue. VNE is a process that consists of two stages …
most important techniques to address this issue. VNE is a process that consists of two stages …
RKD-VNE: Virtual network embedding algorithm assisted by resource knowledge description and deep reinforcement learning in IIoT scenario
In the era of Industry 4.0, the Industrial Internet of Things (IIoT) is developing rapidly, various
IIoT applications pose new challenges to the existing network architecture. On the one hand …
IIoT applications pose new challenges to the existing network architecture. On the one hand …
Network resource allocation strategy based on deep reinforcement learning
S Zhang, C Wang, J Zhang, Y Duan… - IEEE Open Journal …, 2020 - ieeexplore.ieee.org
The traditional Internet has encountered a bottleneck in allocating network resources for
emerging technology needs. Network virtualization (NV) technology as a future network …
emerging technology needs. Network virtualization (NV) technology as a future network …
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 …