AI-empowered virtual network embedding: a comprehensive survey
For the challenges posed by Internet rigidity, network virtualization (NV) technology emerges
as a pivotal approach, imparting diversity, resilience, and scalability to the evolution of new …
as a pivotal approach, imparting diversity, resilience, and scalability to the evolution of new …
6G and beyond: The future of wireless communications systems
6G and beyond will fulfill the requirements of a fully connected world and provide ubiquitous
wireless connectivity for all. Transformative solutions are expected to drive the surge for …
wireless connectivity for all. Transformative solutions are expected to drive the surge for …
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 …
Load-balanced virtual network embedding based on deep reinforcement learning for 6G regional satellite networks
Regional satellite networks are capable of supporting denser coverage and more reliable
communications in the target area and hence have been viewed as an essential part of the …
communications in the target area and hence have been viewed as an essential part of the …
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 …
Reinforcement learning-based slice isolation against ddos attacks in beyond 5g networks
Network slicing in 5G networks can be modeled as a Virtual Network Embedding (VNE)
problem, wherein the slice requests must be efficiently mapped on the core network. This …
problem, wherein the slice requests must be efficiently mapped on the core network. This …
Reinforcement learning assisted bandwidth aware virtual network resource allocation
Space-air-ground integration to support seamless coverage of ground, satellite, airborne,
and marine communications, is likely to be a key trend in the 6G era. One of several key …
and marine communications, is likely to be a key trend in the 6G era. One of several key …
A heuristically assisted deep reinforcement learning approach for network slice placement
Network Slice placement with the problem of allocation of resources from a virtualized
substrate network is an optimization problem which can be formulated as a multi-objective …
substrate network is an optimization problem which can be formulated as a multi-objective …
Energy-aware service function chain embedding in edge–cloud environments for IoT applications
The implementation of Internet-of-Things (IoT) applications faces several challenges in
practice, such as compliance with Quality-of-Service requirements, resource constraints, and …
practice, such as compliance with Quality-of-Service requirements, resource constraints, and …
[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 …