Forecast-assisted service function chain dynamic deployment for SDN/NFV-enabled cloud management systems

J Zhang, Y Liu, Z Li, Y Lu - IEEE Systems Journal, 2023 - ieeexplore.ieee.org
Software-defined network (SDN) and network function virtualization (NFV) are
acknowledged as the most promising technologies to effectively allocate resource for …

[HTML][HTML] Edge intelligence for service function chain deployment in NFV-enabled networks

MA Khoshkholghi, T Mahmoodi - Computer Networks, 2022 - Elsevier
With evolution of network function virtualization (NFV), network services can be provided as
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …

Two-phase virtual network function selection and chaining algorithm based on deep learning in SDN/NFV-enabled networks

J Pei, P Hong, K Xue, D Li, DSL Wei… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
With the advances of Software-Defined Networks (SDN) and Network Function Virtualization
(NFV), Service Function Chain (SFC) has been becoming a popular paradigm to carry and …

Virtual network function selection and chaining based on deep learning in SDN and NFV-enabled networks

J Pei, P Hong, D Li - 2018 IEEE International Conference on …, 2018 - ieeexplore.ieee.org
Software-Defined Network (SDN) and Network Function Virtualization (NFV) make Service
Function Chain (SFC) become a popular service paradigm. For an SFC Request (SFCR) …

Virtualized network function forwarding graph placing in SDN and NFV-enabled IoT networks: A graph neural network assisted deep reinforcement learning method

Y Xie, L Huang, Y Kong, S Wang, S Xu… - … on Network and …, 2021 - ieeexplore.ieee.org
With an ambitious increase in the number of Internet of Things (IoT) terminals, IoT networks
face a huge challenge which is providing diverse and complex network services with …

Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning

J Su, S Nair, L Popokh - 2022 IEEE Ninth International …, 2022 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …

Adaptive VNF scaling and flow routing with proactive demand prediction

X Fei, F Liu, H Xu, H Jin - 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 …

Machine learning-based method for prediction of virtual network function resource demands

HG Kim, DY Lee, SY Jeong, H Choi… - … IEEE conference on …, 2019 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) are
paradigms that help administrators to manage dynamic networks. While SDN allows …

Dynamic service function chain embedding for NFV-enabled IoT: A deep reinforcement learning approach

X Fu, FR Yu, J Wang, Q Qi, J Liao - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
The Internet of things (IoT) is becoming more and more flexible and economical with the
advancement in information and communication technologies. However, IoT networks will …

Service function chain embedding for NFV-enabled IoT based on deep reinforcement learning

X Fu, FR Yu, J Wang, Q Qi, J Liao - IEEE Communications …, 2019 - ieeexplore.ieee.org
It is challenging to efficiently manage different resources in the IoT. Recently, Network
function virtualization has attracted attention because of its prospect to achieve efficient …