Multiagent reinforcement-learning-aided service function chain deployment for internet of things
Nowadays, the compelling applications of the Internet of Things (IoT) bring unexpected
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …
Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach
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 …
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
Intelligent VNF orchestration and flow scheduling via model-assisted deep reinforcement learning
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 …
network function virtualization (NFV). Considering the cost diversity in cloud computing, from …
Towards autonomous VNF auto-scaling using deep reinforcement learning
Network Function Virtualization (NFV) is one of the main enablers behind the promised
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …
Dynamic service function chain embedding for NFV-enabled IoT: A deep reinforcement learning approach
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 …
advancement in information and communication technologies. However, IoT networks will …
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 …
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …
[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) …
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
Service function chain embedding for NFV-enabled IoT based on deep reinforcement learning
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 …
function virtualization has attracted attention because of its prospect to achieve efficient …
NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning
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 …
flexibly offered as service function chains (SFCs) consisted of different virtual network …
Graph neural network based service function chaining for automatic network control
Software-defined networking (SDN) and the network function virtualization (NFV) led to great
developments in software based control technology by decreasing expenditures. Service …
developments in software based control technology by decreasing expenditures. Service …