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 …
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 …
On virtual resource allocation of heterogeneous networks in virtualization environment: A service oriented perspective
Nowadays, heterogeneous networks (HetNets) aims at achieving a huge amount of data
rates and implementing customized service demands. Virtualization technology is the most …
rates and implementing customized service demands. Virtualization technology is the most …
Toward profit-seeking virtual network embedding algorithm via global resource capacity
In this paper, after proposing a novel metric, ie, global resource capacity (GRC), to quantify
the embedding potential of each substrate node, we propose an efficient heuristic virtual …
the embedding potential of each substrate node, we propose an efficient heuristic virtual …
Reinforcement learning based dynamic resource migration for virtual networks
Network virtualization techniques enable network operators to implement and provide
multiple virtual networks (VNs) on a common substrate network infrastructure. The network …
multiple virtual networks (VNs) on a common substrate network infrastructure. The network …
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 …
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 …
Deep reinforcement learning algorithm for latency-oriented iiot resource orchestration
Due to geographical factors and resource constraints, the traditional Internet architecture
cannot meet the needs of the space–air–ground-integrated network (SAGIN) resource layout …
cannot meet the needs of the space–air–ground-integrated network (SAGIN) resource layout …
Game theory based bandwidth allocation scheme for network virtualization
Y Zhou, Y Li, G Sun, D Jin, L Su… - 2010 IEEE Global …, 2010 - ieeexplore.ieee.org
Running multiple virtual networks over a shared physical network is a promising way to
support diverse applications, consequently network virtualization is viewed as the keystone …
support diverse applications, consequently network virtualization is viewed as the keystone …
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 …