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 …

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 …

Dynamic service function chain orchestration for NFV/MEC-enabled IoT networks: A deep reinforcement learning approach

Y Liu, H Lu, X Li, Y Zhang, L Xi… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) and mobile-edge computing (MEC) have been
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …

Multiagent deep-reinforcement-learning-based virtual resource allocation through network function virtualization in Internet of Things

HA Shah, L Zhao - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
Resource allocation is a significant task in the emerging area of Internet of Things (IoT). IoT
devices are usually low-cost devices with limited computational power and capabilities for …

Multi-domain non-cooperative VNF-FG embedding: A deep reinforcement learning approach

PTA Quang, A Bradai, KD Singh… - IEEE INFOCOM 2019 …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and service orchestration simplify the deployment and
management of network and telecommunication services. The deployment of these services …

Drl-sfcp: Adaptive service function chains placement with deep reinforcement learning

T Wang, Q Fan, X Li, X Zhang, Q Xiong… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
Network function virtualization (NFV) is a promising paradigm that network functions can be
deployed on commodity servers instead of dedicated servers to enhance the resource …

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 …

Trusted cloud-edge network resource management: DRL-driven service function chain orchestration for IoT

S Guo, Y Dai, S Xu, X Qiu, F Qi - IEEE Internet of Things Journal, 2019 - ieeexplore.ieee.org
Private and public networks sharing resources for Internet of Things (IoT) network through
network function virtualization (NFV) and software-defined networking (SDN) forms a …

NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning

Y Xiao, Q Zhang, F Liu, J Wang, M Zhao… - Proceedings of the …, 2019 - dl.acm.org
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …