[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) …
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 …
DRL-D: Revenue-aware online service function chain deployment via deep reinforcement learning
Network function virtualization (NFV) is a promising paradigm where network functions are
migrated from dedicated hardware appliances onto software middleboxes to promote …
migrated from dedicated hardware appliances onto software middleboxes to promote …
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 …
To deploy new or to deploy more?: an online SFC deployment scheme at network edge
Service function chaining (SFC) dynamically links multiple virtual network functions (VNFs)
to provide flexible and scalable network services for network entities and users …
to provide flexible and scalable network services for network entities and users …
Dynamic decomposition of service function chain using a deep reinforcement learning approach
The Internet of Things (IoT) universe will continue to expand with the advent of the sixth
generation of mobile networks (6G), which is expected to support applications and services …
generation of mobile networks (6G), which is expected to support applications and services …
Low-latency and resource-efficient service function chaining orchestration in network function virtualization
Recently, network function virtualization (NFV) has been proposed to solve the dilemma
faced by traditional networks and to improve network performance through hardware and …
faced by traditional networks and to improve network performance through hardware and …
A deep reinforcement learning approach for VNF forwarding graph embedding
PTA Quang, Y Hadjadj-Aoul… - IEEE Transactions on …, 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 …
management of network and telecommunication services. The deployment of these services …
Joint optimization of service chain graph design and mapping in NFV-enabled networks
Abstract Network Function Virtualization (NFV) is an emerging approach to serve diverse
demands of network services by decoupling network functions and dedicated network …
demands of network services by decoupling network functions and dedicated network …
Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …