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 …
components. The performance of embedding algorithms determines the effectiveness and …
A deep reinforcement learning approach for VNF forwarding graph embedding
PTA Quang, Y Hadjadj-Aoul… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and service orchestration simplify the deployment and
management of network and telecommunication services. The deployment of these services …
management of network and telecommunication services. The deployment of these services …
Dynamic SFC embedding algorithm assisted by federated learning in space–air–ground-integrated network resource allocation scenario
Traditional terrestrial wireless communication networks cannot support the requirements for
high-quality services for artificial intelligence applications such as smart cities. The space …
high-quality services for artificial intelligence applications such as smart cities. The space …
Blockchain-aided network resource orchestration in intelligent internet of things
The proliferation of users and data traffic poses substantial pressure on resource
management in the Internet of Things (IoT). In addition to beneficially allocating scarce …
management in the Internet of Things (IoT). In addition to beneficially allocating scarce …
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 …
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 …
Incorporating distributed DRL into storage resource optimization of space-air-ground integrated wireless communication network
Space-air-ground integrated network (SAGIN) is a new type of wireless network mode. The
effective management of SAGIN resources is a prerequisite for high-reliability …
effective management of SAGIN resources is a prerequisite for high-reliability …
Dynamic embedding and quality of service-driven adjustment for cloud networks
Cloud computing built on virtualization technologies can provide Internet service providers
(SPs) with elastic virtualized node and link resources. SPs can outsource their virtualized …
(SPs) with elastic virtualized node and link resources. SPs can outsource their virtualized …
Security-aware virtual network embedding algorithm based on reinforcement learning
Virtual network embedding (VNE) algorithm is always the key problem in network
virtualization (NV) technology. At present, the research in this field still has the following …
virtualization (NV) technology. At present, the research in this field still has the following …
A continuous-decision virtual network embedding scheme relying on reinforcement learning
Network Virtualization (NV) techniques allow multiple virtual network requests to beneficially
share resources on the same substrate network, such as node computational resources and …
share resources on the same substrate network, such as node computational resources and …