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 …
Reinforcement learning of graph neural networks for service function chaining
In the management of computer network systems, the service function chaining (SFC)
modules play an important role by generating efficient paths for network traffic through …
modules play an important role by generating efficient paths for network traffic through …
Service function chaining and traffic steering in SDN using graph neural network
In the network softwarization, Network Function Virtualisation (NFV) has shifted the standard
of network services deployment and management for telecommunication. However, the …
of network services deployment and management for telecommunication. However, the …
Energy-efficient VNF deployment for graph-structured SFC based on graph neural network and constrained deep reinforcement learning
QI Siyu, LI Shuopeng, LIN Shaofu… - 2021 22nd Asia …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV), which decouples network functions from hardware
and transforms them into hardware-independent Virtual Network Functions (VNF), is a …
and transforms them into hardware-independent Virtual Network Functions (VNF), is a …
GCN-TD: A learning-based approach for service function chain deployment on the fly
Network function virtualization (NFV) has emerged as a promising paradigm for transforming
network functions from dedicated hardware to software middleboxes, which can …
network functions from dedicated hardware to software middleboxes, which can …
Deep q-networks based auto-scaling for service function chaining
Network function virtualization (NFV) is a key technology of the 5G network era. NFV
decouples a network function from proprietary hardware so that the network function can …
decouples a network function from proprietary hardware so that the network function can …
Drl-deploy: adaptive service function chains deployment with deep reinforcement learning
X Wei, Y Sheng, L Li, C Zhou - 2021 IEEE Intl Conf on Parallel …, 2021 - ieeexplore.ieee.org
With the development of software-defined networking (SDN) and network function
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
virtualization (NFV), the service function chain (SFC) has become a popular paradigm for …
Q-learning based service function chaining using VNF resource-aware reward model
With the advent of the 5G network era, it is required to flexibly build and manage networks to
meet rapidly changing service requirements. Software-defined networking (SDN) and …
meet rapidly changing service requirements. Software-defined networking (SDN) and …
Graph neural network-based virtual network function management
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) help reduce
OPEX and CAPEX as well as increase network flexibility and agility. But at the same time …
OPEX and CAPEX as well as increase network flexibility and agility. But at the same time …
Graph neural network-based virtual network function deployment prediction
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) help reduce
OPEX and CAPEX as well as increase network flexibility and agility. But at the same time …
OPEX and CAPEX as well as increase network flexibility and agility. But at the same time …