Multi-domain virtual network embedding algorithm based on horizontal federated learning
Network Virtualization (NV) is an emerging network dynamic planning technique to
overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) …
overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) …
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 …
[HTML][HTML] Reinforcement learning-based virtual network embedding: A comprehensive survey
Virtual network embedding plays a vital role in network virtualization, as it determines the
deployment and connection of virtual networks to the physical network in the 5G and …
deployment and connection of virtual networks to the physical network in the 5G and …
Graph convolutional network aided virtual network embedding for Internet of Thing
The past few years have seen the dramatic adoption of the Internet of Things (IoT) in
everyday life, from manufacturing to healthcare. With the emergence of various new Internet …
everyday life, from manufacturing to healthcare. With the emergence of various new Internet …
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 …
Live: learning and inference for virtual network embedding
J Liao, M Feng, S Qing, T Li, J Wang - Journal of Network and Systems …, 2016 - Springer
Network virtualization provides a promising tool for next-generation network management by
allowing multiple heterogeneous virtual networks to run on a shared substrate network. A …
allowing multiple heterogeneous virtual networks to run on a shared substrate network. A …
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 …
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)) …
Virtual network embedding based on hierarchical cooperative multi-agent reinforcement learning
Virtual network embedding (VNE) is a promising technique enabling 5G networks to satisfy
the given requirements of each service via network virtualization. For better performance of …
the given requirements of each service via network virtualization. For better performance of …
Rethinking virtual link mapping in network virtualization
KTD Nguyen, Q Lu, C Huang - 2020 IEEE 92nd Vehicular …, 2020 - ieeexplore.ieee.org
Virtual Network Embedding (VNE) that addresses the embedding problems of
heterogeneous virtual networks onto a physical limited-capacity infrastructure efficiently is a …
heterogeneous virtual networks onto a physical limited-capacity infrastructure efficiently is a …