Management and orchestration of edge computing for IoT: A comprehensive survey

Y Chiang, Y Zhang, H Luo, TY Chen… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
With the development of telecommunication technologies and the proliferation of network
applications in the past decades, the traditional cloud network architecture becomes unable …

Load-balanced virtual network embedding based on deep reinforcement learning for 6G regional satellite networks

R Zhu, G Li, Y Zhang, Z Fang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
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 …

CE-VNE: Constraint escalation virtual network embedding algorithm assisted by graph convolutional networks

P Zhang, Z Luo, N Kumar, M Guizani, H Zhang… - Journal of Network and …, 2023 - Elsevier
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 …

Dynamic virtual network embedding algorithm based on graph convolution neural network and reinforcement learning

P Zhang, C Wang, N Kumar… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
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 …

Spectral graph theory-based virtual network embedding for vehicular fog computing: A deep reinforcement learning architecture

N Chen, P Zhang, N Kumar, CH Hsu… - Knowledge-Based …, 2022 - Elsevier
In the intelligent transportation system (ITS), the vehicular fog computing network (VFCN)
can effectively alleviate the bottleneck existing in the cloud computing framework, such as …

Drl-based deadline-driven advance reservation allocation in eons for cloud–edge computing

R Zhu, G Li, P Wang, M Xu, S Yu - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
The ongoing roll-out of cloud–edge computing and Internet of Things (IoT) has been
simulating the boom of new advance reservation (AR) services, such as bulk-data migration …

Multi-target-aware dynamic resource scheduling for cloud-fog-edge multi-tier computing network

P Zhang, N Chen, G Xu, N Kumar… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
With the maturity of 5G and Intelligent Transportation Systems (ITS) technologies and the
prospect of Beyond 5G (B5G) and 6G technologies, the limited lifetime and computing of …

Joint optimization with DNN partitioning and resource allocation in mobile edge computing

C Dong, S Hu, X Chen, W Wen - IEEE Transactions on Network …, 2021 - ieeexplore.ieee.org
With the rapid development of computing power and artificial intelligence, IoT devices
equipped with ubiquitous sensors are gradually installed with intelligence. People can enjoy …

Multi-domain virtual network embedding algorithm based on horizontal federated learning

P Zhang, N Chen, S Li, KKR Choo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network Virtualization (NV) is an emerging network dynamic planning technique to
overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) …

Reinforcement learning-based slice isolation against ddos attacks in beyond 5g networks

A Javadpour, F Ja'fari, T Taleb… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
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 …