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 …
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 …
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 …
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 virtual network embedding algorithm based on double-layer reinforcement learning
M Li, ML Lu - The Computer Journal, 2021 - academic.oup.com
Virtual network embedding (VNE) algorithms dominate the effectiveness of resource sharing
in network virtualization. Heuristic embedding algorithms generally make embedding …
in network virtualization. Heuristic embedding algorithms generally make embedding …
A coordinated two-stages virtual network embedding algorithm based on reinforcement learning
C Wang, F Zheng, S Peng, Z Tian… - … on Advanced Cloud …, 2019 - ieeexplore.ieee.org
Network virtualization allows multiple heterogeneous networks to be deployed on the same
physical network. One of its main challenges is how to effectively allocate resources to the …
physical network. One of its main challenges is how to effectively allocate resources to the …
VNE-TD: A virtual network embedding algorithm based on temporal-difference learning
Recently, network virtualization is considered as a promising solution for the future Internet
which can help to overcome the resistance of the current Internet to fundamental changes …
which can help to overcome the resistance of the current Internet to fundamental changes …
Joint admission control and resource allocation of virtual network embedding via hierarchical deep reinforcement learning
As an essential resource management problem in network virtualization, virtual network
embedding (VNE) aims to allocate the finite resources of physical network to sequentially …
embedding (VNE) aims to allocate the finite resources of physical network to sequentially …
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 (NV). For better …
the given requirements of each service via network virtualization (NV). For better …
Revenue-driven virtual network embedding based on global resource information
Virtual network embedding (VNE), working as a key step for network virtualization, has
recently gained intensive attentions from the research community. In this paper, we propose …
recently gained intensive attentions from the research community. In this paper, we propose …
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