Recent advances of resource allocation in network function virtualization

S Yang, F Li, S Trajanovski… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) has been emerging as an appealing solution that
transforms complex network functions from dedicated hardware implementations to software …

NFV resource allocation: A systematic review and taxonomy of VNF forwarding graph embedding

F Schardong, I Nunes, A Schaeffer-Filho - Computer Networks, 2021 - Elsevier
Abstract The emergence of Network Functions Virtualisation (NFV) is drastically resha**
the arrangement of network functions. Instead of being built on dedicated hardware (network …

Energy-efficient computation peer offloading in satellite edge computing networks

X Zhang, J Liu, R Zhang, Y Huang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Recently, MEC has been integrated with satellite networks to process remote terrestrial
computation tasks with superior coverage and delay. Since single satellite computation is …

A survey of networking applications applying the software defined networking concept based on machine learning

Y Zhao, Y Li, X Zhang, G Geng, W Zhang, Y Sun - IEEE access, 2019 - ieeexplore.ieee.org
The main task of future networks is to build, as much as possible, intelligent networking
architectures for intellectualization, activation, and customization. Software-defined …

Learning-aided computation offloading for trusted collaborative mobile edge computing

Y Li, X Wang, X Gan, H **, L Fu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Cooperative offloading in mobile edge computing enables resource-constrained edge
clouds to help each other with computation-intensive tasks. However, the power of such …

Adaptive VNF scaling and flow routing with proactive demand prediction

X Fei, F Liu, H Xu, H ** - IEEE INFOCOM 2018-IEEE …, 2018 - ieeexplore.ieee.org
With the evolution of Network Function Virtual-izaiton (NFV), enterprises are increasingly
outsourcing their network functions to the cloud. However, using virtualized network …

Reducing the service function chain backup cost over the edge and cloud by a self-adapting scheme

X Shang, Y Huang, Z Liu, Y Yang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Emerging virtual network functions (VNFs) bring new opportunities to network services on
the edge within customers' premises. Network services are realized by chained up VNFs …

Intelligent VNF orchestration and flow scheduling via model-assisted deep reinforcement learning

L Gu, D Zeng, W Li, S Guo… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Hosting virtualized network functions (VNF) has been regarded as an effective way to realize
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …

Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach

H Huang, C Zeng, Y Zhao, G Min, Y Zhu… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
Network function virtualization (NFV) is critical to the scalability and flexibility of various
network services in the form of service function chains (SFCs), which refer to a set of Virtual …

Dynamic network function instance scaling based on traffic forecasting and VNF placement in operator data centers

H Tang, D Zhou, D Chen - IEEE Transactions on Parallel and …, 2018 - ieeexplore.ieee.org
Traffic in operator networks is time varying. Conventional network functions implemented by
black-boxes should satisfy the peak traffic requirement, and hence result in low resource …