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 …
Resource-aware service function chain deployment in cloud-edge environment
With the development of network technology, Network Function Virtualization (NFV) provides
a good paradigm of sharing network resources, aiming to transfer network functions from …
a good paradigm of sharing network resources, aiming to transfer network functions from …
Drl-sfcp: Adaptive service function chains placement with deep reinforcement learning
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 …
deployed on commodity servers instead of dedicated servers to enhance the resource …
Service function chain graph transformation for enhanced resource efficiency in NFV
A Pentelas, P Papadimitriou - 2021 IFIP Networking …, 2021 - ieeexplore.ieee.org
Service Function Chain (SFC) embedding optimization is crucial for the resource efficiency
of Network Function Virtualization infrastructures (NFVI). Nevertheless, high utilization …
of Network Function Virtualization infrastructures (NFVI). Nevertheless, high utilization …
A parallel placement approach for service function chain using deep reinforcement learning
Network Function Virtualization (NFV) enables service flexibility and cost reduction by
replacing traditional hardware middle-boxes with Virtual Network Functions (VNFs) running …
replacing traditional hardware middle-boxes with Virtual Network Functions (VNFs) running …
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 …
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) …
Function Chain (SFC) become a popular service paradigm. For an SFC Request (SFCR) …
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 …
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 …