A reinforcement learning-based approach for availability-aware service function chain placement in large-scale networks
By decoupling network service functions from custom-built hardware, network function
virtualization is transforming network service provisioning, making large scale …
virtualization is transforming network service provisioning, making large scale …
Multi-objective optimization service function chain placement algorithm based on reinforcement learning
H Liu, S Ding, S Wang, G Zhao, C Wang - Journal of Network and Systems …, 2022 - Springer
Network function virtualization (NFV) makes the realization of specific network functions no
longer depend on inherent hardware by executing virtual network functions (VNFs), but …
longer depend on inherent hardware by executing virtual network functions (VNFs), but …
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 …
[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) …
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 …
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 …
Machine learning based link state aware service function chaining
Service Function Chaining (SFC) can be a basic deployment unit that composes a chaining
order of required network functions to provide a network service. With the proliferation of …
order of required network functions to provide a network service. With the proliferation of …
Capacitated Shortest Path Tour Based Service Chaining Adaptive to Changes of Service Demand and Network Topology
T Hara, M Sasabe - IEEE Transactions on Network and Service …, 2024 - ieeexplore.ieee.org
To achieve sustainable networking, network service providers have expressed significant
interest in employing automated network operations that integrate network functions …
interest in employing automated network operations that integrate network functions …
Reliable service function chain deployment method based on deep reinforcement learning
H Qu, K Wang, J Zhao - Sensors, 2021 - mdpi.com
Network function virtualization (NFV) is a key technology to decouple hardware device and
software function. Several virtual network functions (VNFs) combine into a function …
software function. Several virtual network functions (VNFs) combine into a function …
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 …